*** Reload Knowledge Graph  ***
Deserializing compressed entity integer mapping...
Done!

Deserializing compressed relation integer mapping...
Done!

Converting integer and relation mappings from from pandas dataframe to dictionaries for an easy access...
Done!

Deserializing integer mapped data and mapping it to numpy ndarray...
Done!

Deserializing integer mapped data and mapping it to numpy ndarray...
No valid data found
Deserializing integer mapped data and mapping it to numpy ndarray...
No test data found
/home/c/cdemir/profiles/unix/cs/CD/DAIKIRI-Embedding/DAIKIRI_Storage/2022-03-09 13:41:36.868332
Preprocessing took: 184.286 seconds

------------------- Description of Dataset None -------------------
Number of entities: 114747963
Number of relations: 13906
Number of triples on train set: 375900264
Number of triples on valid set: 0
Number of triples on test set: 0

------------------- Train & Eval -------------------
Loading pre-trained model...
Training starts: QMult-labeling:NegativeSampling
Creating training data...
Number of mini-batches to compute for a single epoch: 752
QMult(
  (loss): BCEWithLogitsLoss()
  (emb_ent_real): Embedding(114747963, 25)
  (emb_ent_i): Embedding(114747963, 25)
  (emb_ent_j): Embedding(114747963, 25)
  (emb_ent_k): Embedding(114747963, 25)
  (emb_rel_real): Embedding(13906, 25)
  (emb_rel_i): Embedding(13906, 25)
  (emb_rel_j): Embedding(13906, 25)
  (emb_rel_k): Embedding(13906, 25)
  (input_dp_ent_real): Dropout(p=0.0, inplace=False)
  (input_dp_ent_i): Dropout(p=0.0, inplace=False)
  (input_dp_ent_j): Dropout(p=0.0, inplace=False)
  (input_dp_ent_k): Dropout(p=0.0, inplace=False)
  (input_dp_rel_real): Dropout(p=0.0, inplace=False)
  (input_dp_rel_i): Dropout(p=0.0, inplace=False)
  (input_dp_rel_j): Dropout(p=0.0, inplace=False)
  (input_dp_rel_k): Dropout(p=0.0, inplace=False)
  (hidden_dp_real): Dropout(p=0.0, inplace=False)
  (hidden_dp_i): Dropout(p=0.0, inplace=False)
  (hidden_dp_j): Dropout(p=0.0, inplace=False)
  (hidden_dp_k): Dropout(p=0.0, inplace=False)
  (bn_ent_real): BatchNorm1d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (bn_ent_i): BatchNorm1d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (bn_ent_j): BatchNorm1d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (bn_ent_k): BatchNorm1d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (bn_rel_real): BatchNorm1d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (bn_rel_i): BatchNorm1d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (bn_rel_j): BatchNorm1d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (bn_rel_k): BatchNorm1d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (bn_hidden_real): BatchNorm1d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (bn_hidden_i): BatchNorm1d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (bn_hidden_j): BatchNorm1d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (bn_hidden_k): BatchNorm1d(25, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
)
   | Name              | Type              | Params
---------------------------------------------------------
0  | loss              | BCEWithLogitsLoss | 0     
1  | emb_ent_real      | Embedding         | 2.9 B 
2  | emb_ent_i         | Embedding         | 2.9 B 
3  | emb_ent_j         | Embedding         | 2.9 B 
4  | emb_ent_k         | Embedding         | 2.9 B 
5  | emb_rel_real      | Embedding         | 347 K 
6  | emb_rel_i         | Embedding         | 347 K 
7  | emb_rel_j         | Embedding         | 347 K 
8  | emb_rel_k         | Embedding         | 347 K 
9  | input_dp_ent_real | Dropout           | 0     
10 | input_dp_ent_i    | Dropout           | 0     
11 | input_dp_ent_j    | Dropout           | 0     
12 | input_dp_ent_k    | Dropout           | 0     
13 | input_dp_rel_real | Dropout           | 0     
14 | input_dp_rel_i    | Dropout           | 0     
15 | input_dp_rel_j    | Dropout           | 0     
16 | input_dp_rel_k    | Dropout           | 0     
17 | hidden_dp_real    | Dropout           | 0     
18 | hidden_dp_i       | Dropout           | 0     
19 | hidden_dp_j       | Dropout           | 0     
20 | hidden_dp_k       | Dropout           | 0     
21 | bn_ent_real       | BatchNorm1d       | 50    
22 | bn_ent_i          | BatchNorm1d       | 50    
23 | bn_ent_j          | BatchNorm1d       | 50    
24 | bn_ent_k          | BatchNorm1d       | 50    
25 | bn_rel_real       | BatchNorm1d       | 50    
26 | bn_rel_i          | BatchNorm1d       | 50    
27 | bn_rel_j          | BatchNorm1d       | 50    
28 | bn_rel_k          | BatchNorm1d       | 50    
29 | bn_hidden_real    | BatchNorm1d       | 50    
30 | bn_hidden_i       | BatchNorm1d       | 50    
31 | bn_hidden_j       | BatchNorm1d       | 50    
32 | bn_hidden_k       | BatchNorm1d       | 50    
---------------------------------------------------------
11.5 B    Trainable params
0         Non-trainable params
11.5 B    Total params
45,904.750Total estimated model params size (MB)

[1 / 1] Training is started..

Validation sanity check: 0it [00:00, ?it/s]
                                           

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Epoch 0:  10%|█         | 76/752 [21:34<3:11:55, 17.03s/it, loss=0.234]
Epoch 0:  10%|█         | 76/752 [21:34<3:11:55, 17.03s/it, loss=0.233]
Epoch 0:  10%|█         | 77/752 [21:49<3:11:20, 17.01s/it, loss=0.233]
Epoch 0:  10%|█         | 77/752 [21:49<3:11:20, 17.01s/it, loss=0.233]
Epoch 0:  10%|█         | 78/752 [22:05<3:10:55, 17.00s/it, loss=0.233]
Epoch 0:  10%|█         | 78/752 [22:05<3:10:55, 17.00s/it, loss=0.233]
Epoch 0:  11%|█         | 79/752 [22:21<3:10:24, 16.98s/it, loss=0.233]
Epoch 0:  11%|█         | 79/752 [22:21<3:10:24, 16.98s/it, loss=0.232]
Epoch 0:  11%|█         | 80/752 [22:37<3:10:01, 16.97s/it, loss=0.232]
Epoch 0:  11%|█         | 80/752 [22:37<3:10:01, 16.97s/it, loss=0.232]
Epoch 0:  11%|█         | 81/752 [22:52<3:09:29, 16.94s/it, loss=0.232]
Epoch 0:  11%|█         | 81/752 [22:52<3:09:29, 16.94s/it, loss=0.231]
Epoch 0:  11%|█         | 82/752 [23:07<3:08:59, 16.92s/it, loss=0.231]
Epoch 0:  11%|█         | 82/752 [23:07<3:08:59, 16.92s/it, loss=0.231]
Epoch 0:  11%|█         | 83/752 [23:23<3:08:33, 16.91s/it, loss=0.231]
Epoch 0:  11%|█         | 83/752 [23:23<3:08:33, 16.91s/it, loss=0.23] 
Epoch 0:  11%|█         | 84/752 [23:38<3:08:03, 16.89s/it, loss=0.23]
Epoch 0:  11%|█         | 84/752 [23:38<3:08:03, 16.89s/it, loss=0.23]
Epoch 0:  11%|█▏        | 85/752 [23:54<3:07:33, 16.87s/it, loss=0.23]
Epoch 0:  11%|█▏        | 85/752 [23:54<3:07:33, 16.87s/it, loss=0.229]
Epoch 0:  11%|█▏        | 86/752 [24:09<3:07:04, 16.85s/it, loss=0.229]
Epoch 0:  11%|█▏        | 86/752 [24:09<3:07:04, 16.85s/it, loss=0.228]
Epoch 0:  12%|█▏        | 87/752 [24:24<3:06:36, 16.84s/it, loss=0.228]
Epoch 0:  12%|█▏        | 87/752 [24:24<3:06:36, 16.84s/it, loss=0.228]
Epoch 0:  12%|█▏        | 88/752 [24:39<3:06:06, 16.82s/it, loss=0.228]
Epoch 0:  12%|█▏        | 88/752 [24:39<3:06:07, 16.82s/it, loss=0.227]
Epoch 0:  12%|█▏        | 89/752 [24:55<3:05:39, 16.80s/it, loss=0.227]
Epoch 0:  12%|█▏        | 89/752 [24:55<3:05:39, 16.80s/it, loss=0.226]
Epoch 0:  12%|█▏        | 90/752 [25:11<3:05:14, 16.79s/it, loss=0.226]
Epoch 0:  12%|█▏        | 90/752 [25:11<3:05:14, 16.79s/it, loss=0.226]
Epoch 0:  12%|█▏        | 91/752 [25:26<3:04:48, 16.77s/it, loss=0.226]
Epoch 0:  12%|█▏        | 91/752 [25:26<3:04:48, 16.77s/it, loss=0.225]
Epoch 0:  12%|█▏        | 92/752 [25:41<3:04:20, 16.76s/it, loss=0.225]
Epoch 0:  12%|█▏        | 92/752 [25:41<3:04:20, 16.76s/it, loss=0.225]
Epoch 0:  12%|█▏        | 93/752 [25:56<3:03:52, 16.74s/it, loss=0.225]
Epoch 0:  12%|█▏        | 93/752 [25:56<3:03:52, 16.74s/it, loss=0.224]
Epoch 0:  12%|█▎        | 94/752 [26:12<3:03:26, 16.73s/it, loss=0.224]
Epoch 0:  12%|█▎        | 94/752 [26:12<3:03:26, 16.73s/it, loss=0.223]
Epoch 0:  13%|█▎        | 95/752 [26:27<3:03:00, 16.71s/it, loss=0.223]
Epoch 0:  13%|█▎        | 95/752 [26:27<3:03:00, 16.71s/it, loss=0.223]
Epoch 0:  13%|█▎        | 96/752 [26:43<3:02:34, 16.70s/it, loss=0.223]
Epoch 0:  13%|█▎        | 96/752 [26:43<3:02:34, 16.70s/it, loss=0.222]
Epoch 0:  13%|█▎        | 97/752 [26:58<3:02:08, 16.68s/it, loss=0.222]
Epoch 0:  13%|█▎        | 97/752 [26:58<3:02:08, 16.68s/it, loss=0.221]
Epoch 0:  13%|█▎        | 98/752 [27:13<3:01:42, 16.67s/it, loss=0.221]
Epoch 0:  13%|█▎        | 98/752 [27:13<3:01:42, 16.67s/it, loss=0.221]
Epoch 0:  13%|█▎        | 99/752 [27:29<3:01:16, 16.66s/it, loss=0.221]
Epoch 0:  13%|█▎        | 99/752 [27:29<3:01:16, 16.66s/it, loss=0.22] 
Epoch 0:  13%|█▎        | 100/752 [27:44<3:00:50, 16.64s/it, loss=0.22]
Epoch 0:  13%|█▎        | 100/752 [27:44<3:00:50, 16.64s/it, loss=0.219]
Epoch 0:  13%|█▎        | 101/752 [27:59<3:00:26, 16.63s/it, loss=0.219]
Epoch 0:  13%|█▎        | 101/752 [27:59<3:00:26, 16.63s/it, loss=0.218]
Epoch 0:  14%|█▎        | 102/752 [28:14<3:00:01, 16.62s/it, loss=0.218]
Epoch 0:  14%|█▎        | 102/752 [28:14<3:00:01, 16.62s/it, loss=0.218]
Epoch 0:  14%|█▎        | 103/752 [28:30<2:59:36, 16.61s/it, loss=0.218]
Epoch 0:  14%|█▎        | 103/752 [28:30<2:59:36, 16.61s/it, loss=0.217]
Epoch 0:  14%|█▍        | 104/752 [28:45<2:59:11, 16.59s/it, loss=0.217]
Epoch 0:  14%|█▍        | 104/752 [28:45<2:59:11, 16.59s/it, loss=0.216]
Epoch 0:  14%|█▍        | 105/752 [29:00<2:58:47, 16.58s/it, loss=0.216]
Epoch 0:  14%|█▍        | 105/752 [29:00<2:58:47, 16.58s/it, loss=0.216]
Epoch 0:  14%|█▍        | 106/752 [29:16<2:58:23, 16.57s/it, loss=0.216]
Epoch 0:  14%|█▍        | 106/752 [29:16<2:58:23, 16.57s/it, loss=0.215]
Epoch 0:  14%|█▍        | 107/752 [29:31<2:57:58, 16.56s/it, loss=0.215]
Epoch 0:  14%|█▍        | 107/752 [29:31<2:57:58, 16.56s/it, loss=0.214]
Epoch 0:  14%|█▍        | 108/752 [29:46<2:57:34, 16.54s/it, loss=0.214]
Epoch 0:  14%|█▍        | 108/752 [29:46<2:57:34, 16.54s/it, loss=0.214]
Epoch 0:  14%|█▍        | 109/752 [30:02<2:57:11, 16.53s/it, loss=0.214]
Epoch 0:  14%|█▍        | 109/752 [30:02<2:57:11, 16.53s/it, loss=0.213]
Epoch 0:  15%|█▍        | 110/752 [30:17<2:56:47, 16.52s/it, loss=0.213]
Epoch 0:  15%|█▍        | 110/752 [30:17<2:56:47, 16.52s/it, loss=0.212]
Epoch 0:  15%|█▍        | 111/752 [30:32<2:56:24, 16.51s/it, loss=0.212]
Epoch 0:  15%|█▍        | 111/752 [30:32<2:56:24, 16.51s/it, loss=0.211]
Epoch 0:  15%|█▍        | 112/752 [30:48<2:56:01, 16.50s/it, loss=0.211]
Epoch 0:  15%|█▍        | 112/752 [30:48<2:56:01, 16.50s/it, loss=0.211]
Epoch 0:  15%|█▌        | 113/752 [31:03<2:55:37, 16.49s/it, loss=0.211]
Epoch 0:  15%|█▌        | 113/752 [31:03<2:55:37, 16.49s/it, loss=0.21] 
Epoch 0:  15%|█▌        | 114/752 [31:18<2:55:14, 16.48s/it, loss=0.21]
Epoch 0:  15%|█▌        | 114/752 [31:18<2:55:14, 16.48s/it, loss=0.209]
Epoch 0:  15%|█▌        | 115/752 [31:34<2:54:51, 16.47s/it, loss=0.209]
Epoch 0:  15%|█▌        | 115/752 [31:34<2:54:51, 16.47s/it, loss=0.208]
Epoch 0:  15%|█▌        | 116/752 [31:49<2:54:28, 16.46s/it, loss=0.208]
Epoch 0:  15%|█▌        | 116/752 [31:49<2:54:28, 16.46s/it, loss=0.207]
Epoch 0:  16%|█▌        | 117/752 [32:04<2:54:06, 16.45s/it, loss=0.207]
Epoch 0:  16%|█▌        | 117/752 [32:04<2:54:06, 16.45s/it, loss=0.207]
Epoch 0:  16%|█▌        | 118/752 [32:20<2:53:43, 16.44s/it, loss=0.207]
Epoch 0:  16%|█▌        | 118/752 [32:20<2:53:43, 16.44s/it, loss=0.206]
Epoch 0:  16%|█▌        | 119/752 [32:35<2:53:22, 16.43s/it, loss=0.206]
Epoch 0:  16%|█▌        | 119/752 [32:35<2:53:22, 16.43s/it, loss=0.205]
Epoch 0:  16%|█▌        | 120/752 [32:50<2:52:59, 16.42s/it, loss=0.205]
Epoch 0:  16%|█▌        | 120/752 [32:50<2:52:59, 16.42s/it, loss=0.204]
Epoch 0:  16%|█▌        | 121/752 [33:06<2:52:37, 16.41s/it, loss=0.204]
Epoch 0:  16%|█▌        | 121/752 [33:06<2:52:37, 16.41s/it, loss=0.203]
Epoch 0:  16%|█▌        | 122/752 [33:21<2:52:15, 16.41s/it, loss=0.203]
Epoch 0:  16%|█▌        | 122/752 [33:21<2:52:15, 16.41s/it, loss=0.203]
Epoch 0:  16%|█▋        | 123/752 [33:36<2:51:53, 16.40s/it, loss=0.203]
Epoch 0:  16%|█▋        | 123/752 [33:36<2:51:53, 16.40s/it, loss=0.202]
Epoch 0:  16%|█▋        | 124/752 [33:52<2:51:31, 16.39s/it, loss=0.202]
Epoch 0:  16%|█▋        | 124/752 [33:52<2:51:31, 16.39s/it, loss=0.201]
Epoch 0:  17%|█▋        | 125/752 [34:07<2:51:10, 16.38s/it, loss=0.201]
Epoch 0:  17%|█▋        | 125/752 [34:07<2:51:10, 16.38s/it, loss=0.2]  
Epoch 0:  17%|█▋        | 126/752 [34:22<2:50:48, 16.37s/it, loss=0.2]
Epoch 0:  17%|█▋        | 126/752 [34:22<2:50:48, 16.37s/it, loss=0.199]
Epoch 0:  17%|█▋        | 127/752 [34:38<2:50:28, 16.37s/it, loss=0.199]
Epoch 0:  17%|█▋        | 127/752 [34:38<2:50:28, 16.37s/it, loss=0.198]
Epoch 0:  17%|█▋        | 128/752 [34:53<2:50:07, 16.36s/it, loss=0.198]
Epoch 0:  17%|█▋        | 128/752 [34:53<2:50:07, 16.36s/it, loss=0.197]
Epoch 0:  17%|█▋        | 129/752 [35:09<2:49:45, 16.35s/it, loss=0.197]
Epoch 0:  17%|█▋        | 129/752 [35:09<2:49:45, 16.35s/it, loss=0.196]
Epoch 0:  17%|█▋        | 130/752 [35:24<2:49:24, 16.34s/it, loss=0.196]
Epoch 0:  17%|█▋        | 130/752 [35:24<2:49:24, 16.34s/it, loss=0.195]
Epoch 0:  17%|█▋        | 131/752 [35:39<2:49:03, 16.33s/it, loss=0.195]
Epoch 0:  17%|█▋        | 131/752 [35:39<2:49:03, 16.33s/it, loss=0.194]
Epoch 0:  18%|█▊        | 132/752 [35:55<2:48:42, 16.33s/it, loss=0.194]
Epoch 0:  18%|█▊        | 132/752 [35:55<2:48:42, 16.33s/it, loss=0.193]
Epoch 0:  18%|█▊        | 133/752 [36:10<2:48:22, 16.32s/it, loss=0.193]
Epoch 0:  18%|█▊        | 133/752 [36:10<2:48:22, 16.32s/it, loss=0.192]
Epoch 0:  18%|█▊        | 134/752 [36:25<2:47:58, 16.31s/it, loss=0.192]
Epoch 0:  18%|█▊        | 134/752 [36:25<2:47:58, 16.31s/it, loss=0.191]
Epoch 0:  18%|█▊        | 135/752 [36:40<2:47:38, 16.30s/it, loss=0.191]
Epoch 0:  18%|█▊        | 135/752 [36:40<2:47:38, 16.30s/it, loss=0.191]
Epoch 0:  18%|█▊        | 136/752 [36:58<2:47:30, 16.32s/it, loss=0.191]
Epoch 0:  18%|█▊        | 136/752 [36:58<2:47:30, 16.32s/it, loss=0.19] 
Epoch 0:  18%|█▊        | 137/752 [37:14<2:47:12, 16.31s/it, loss=0.19]
Epoch 0:  18%|█▊        | 137/752 [37:14<2:47:12, 16.31s/it, loss=0.189]
Epoch 0:  18%|█▊        | 138/752 [37:30<2:46:53, 16.31s/it, loss=0.189]
Epoch 0:  18%|█▊        | 138/752 [37:30<2:46:53, 16.31s/it, loss=0.188]
Epoch 0:  18%|█▊        | 139/752 [37:46<2:46:34, 16.30s/it, loss=0.188]
Epoch 0:  18%|█▊        | 139/752 [37:46<2:46:34, 16.30s/it, loss=0.187]
Epoch 0:  19%|█▊        | 140/752 [38:01<2:46:13, 16.30s/it, loss=0.187]
Epoch 0:  19%|█▊        | 140/752 [38:01<2:46:13, 16.30s/it, loss=0.186]
Epoch 0:  19%|█▉        | 141/752 [38:17<2:45:55, 16.29s/it, loss=0.186]
Epoch 0:  19%|█▉        | 141/752 [38:17<2:45:55, 16.29s/it, loss=0.185]
Epoch 0:  19%|█▉        | 142/752 [38:32<2:45:35, 16.29s/it, loss=0.185]
Epoch 0:  19%|█▉        | 142/752 [38:32<2:45:35, 16.29s/it, loss=0.184]
Epoch 0:  19%|█▉        | 143/752 [38:49<2:45:19, 16.29s/it, loss=0.184]
Epoch 0:  19%|█▉        | 143/752 [38:49<2:45:19, 16.29s/it, loss=0.184]
Epoch 0:  19%|█▉        | 144/752 [39:05<2:45:03, 16.29s/it, loss=0.184]
Epoch 0:  19%|█▉        | 144/752 [39:05<2:45:03, 16.29s/it, loss=0.183]
Epoch 0:  19%|█▉        | 145/752 [39:21<2:44:45, 16.29s/it, loss=0.183]
Epoch 0:  19%|█▉        | 145/752 [39:21<2:44:45, 16.29s/it, loss=0.182]
Epoch 0:  19%|█▉        | 146/752 [39:37<2:44:26, 16.28s/it, loss=0.182]
Epoch 0:  19%|█▉        | 146/752 [39:37<2:44:26, 16.28s/it, loss=0.181]
Epoch 0:  20%|█▉        | 147/752 [39:53<2:44:10, 16.28s/it, loss=0.181]
Epoch 0:  20%|█▉        | 147/752 [39:53<2:44:10, 16.28s/it, loss=0.18] 
Epoch 0:  20%|█▉        | 148/752 [40:09<2:43:51, 16.28s/it, loss=0.18]
Epoch 0:  20%|█▉        | 148/752 [40:09<2:43:51, 16.28s/it, loss=0.179]
Epoch 0:  20%|█▉        | 149/752 [40:24<2:43:33, 16.27s/it, loss=0.179]
Epoch 0:  20%|█▉        | 149/752 [40:24<2:43:33, 16.27s/it, loss=0.179]
Epoch 0:  20%|█▉        | 150/752 [40:40<2:43:14, 16.27s/it, loss=0.179]
Epoch 0:  20%|█▉        | 150/752 [40:40<2:43:14, 16.27s/it, loss=0.178]
Epoch 0:  20%|██        | 151/752 [40:56<2:42:56, 16.27s/it, loss=0.178]
Epoch 0:  20%|██        | 151/752 [40:56<2:42:56, 16.27s/it, loss=0.177]
Epoch 0:  20%|██        | 152/752 [41:11<2:42:36, 16.26s/it, loss=0.177]
Epoch 0:  20%|██        | 152/752 [41:11<2:42:36, 16.26s/it, loss=0.176]
Epoch 0:  20%|██        | 153/752 [41:27<2:42:17, 16.26s/it, loss=0.176]
Epoch 0:  20%|██        | 153/752 [41:27<2:42:17, 16.26s/it, loss=0.175]
Epoch 0:  20%|██        | 154/752 [41:42<2:41:59, 16.25s/it, loss=0.175]
Epoch 0:  20%|██        | 154/752 [41:42<2:41:59, 16.25s/it, loss=0.175]
Epoch 0:  21%|██        | 155/752 [41:58<2:41:40, 16.25s/it, loss=0.175]
Epoch 0:  21%|██        | 155/752 [41:58<2:41:40, 16.25s/it, loss=0.174]
Epoch 0:  21%|██        | 156/752 [42:13<2:41:19, 16.24s/it, loss=0.174]
Epoch 0:  21%|██        | 156/752 [42:13<2:41:19, 16.24s/it, loss=0.173]
Epoch 0:  21%|██        | 157/752 [42:29<2:41:00, 16.24s/it, loss=0.173]
Epoch 0:  21%|██        | 157/752 [42:29<2:41:00, 16.24s/it, loss=0.173]
Epoch 0:  21%|██        | 158/752 [42:44<2:40:40, 16.23s/it, loss=0.173]
Epoch 0:  21%|██        | 158/752 [42:44<2:40:40, 16.23s/it, loss=0.172]
Epoch 0:  21%|██        | 159/752 [43:00<2:40:23, 16.23s/it, loss=0.172]
Epoch 0:  21%|██        | 159/752 [43:00<2:40:23, 16.23s/it, loss=0.171]
Epoch 0:  21%|██▏       | 160/752 [43:15<2:40:04, 16.22s/it, loss=0.171]
Epoch 0:  21%|██▏       | 160/752 [43:15<2:40:04, 16.22s/it, loss=0.17] 
Epoch 0:  21%|██▏       | 161/752 [43:31<2:39:45, 16.22s/it, loss=0.17]
Epoch 0:  21%|██▏       | 161/752 [43:31<2:39:45, 16.22s/it, loss=0.17]
Epoch 0:  22%|██▏       | 162/752 [43:46<2:39:26, 16.21s/it, loss=0.17]
Epoch 0:  22%|██▏       | 162/752 [43:46<2:39:26, 16.21s/it, loss=0.169]
Epoch 0:  22%|██▏       | 163/752 [44:02<2:39:07, 16.21s/it, loss=0.169]
Epoch 0:  22%|██▏       | 163/752 [44:02<2:39:07, 16.21s/it, loss=0.168]
Epoch 0:  22%|██▏       | 164/752 [44:17<2:38:48, 16.20s/it, loss=0.168]
Epoch 0:  22%|██▏       | 164/752 [44:17<2:38:48, 16.20s/it, loss=0.168]
Epoch 0:  22%|██▏       | 165/752 [44:33<2:38:31, 16.20s/it, loss=0.168]
Epoch 0:  22%|██▏       | 165/752 [44:33<2:38:31, 16.20s/it, loss=0.167]
Epoch 0:  22%|██▏       | 166/752 [44:48<2:38:11, 16.20s/it, loss=0.167]
Epoch 0:  22%|██▏       | 166/752 [44:48<2:38:11, 16.20s/it, loss=0.166]
Epoch 0:  22%|██▏       | 167/752 [45:04<2:37:53, 16.19s/it, loss=0.166]
Epoch 0:  22%|██▏       | 167/752 [45:04<2:37:53, 16.19s/it, loss=0.166]
Epoch 0:  22%|██▏       | 168/752 [45:19<2:37:34, 16.19s/it, loss=0.166]
Epoch 0:  22%|██▏       | 168/752 [45:19<2:37:34, 16.19s/it, loss=0.165]
Epoch 0:  22%|██▏       | 169/752 [45:35<2:37:16, 16.19s/it, loss=0.165]
Epoch 0:  22%|██▏       | 169/752 [45:35<2:37:16, 16.19s/it, loss=0.164]
Epoch 0:  23%|██▎       | 170/752 [45:50<2:36:57, 16.18s/it, loss=0.164]
Epoch 0:  23%|██▎       | 170/752 [45:50<2:36:57, 16.18s/it, loss=0.164]
Epoch 0:  23%|██▎       | 171/752 [46:06<2:36:39, 16.18s/it, loss=0.164]
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Epoch 0:  73%|███████▎  | 549/752 [2:24:37<53:28, 15.81s/it, loss=0.0455]
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Epoch 0:  73%|███████▎  | 551/752 [2:25:09<52:57, 15.81s/it, loss=0.0453]
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Epoch 0:  74%|███████▎  | 554/752 [2:25:56<52:09, 15.81s/it, loss=0.045]
Epoch 0:  74%|███████▎  | 554/752 [2:25:56<52:09, 15.81s/it, loss=0.0446]
Epoch 0:  74%|███████▍  | 555/752 [2:26:12<51:53, 15.81s/it, loss=0.0446]
Epoch 0:  74%|███████▍  | 555/752 [2:26:12<51:53, 15.81s/it, loss=0.0447]
Epoch 0:  74%|███████▍  | 556/752 [2:26:28<51:38, 15.81s/it, loss=0.0447]
Epoch 0:  74%|███████▍  | 556/752 [2:26:28<51:38, 15.81s/it, loss=0.0443]
Epoch 0:  74%|███████▍  | 557/752 [2:26:44<51:22, 15.81s/it, loss=0.0443]
Epoch 0:  74%|███████▍  | 557/752 [2:26:44<51:22, 15.81s/it, loss=0.0441]
Epoch 0:  74%|███████▍  | 558/752 [2:27:00<51:06, 15.81s/it, loss=0.0441]
Epoch 0:  74%|███████▍  | 558/752 [2:27:00<51:06, 15.81s/it, loss=0.044] 
Epoch 0:  74%|███████▍  | 559/752 [2:27:16<50:50, 15.81s/it, loss=0.044]
Epoch 0:  74%|███████▍  | 559/752 [2:27:16<50:50, 15.81s/it, loss=0.0439]
Epoch 0:  74%|███████▍  | 560/752 [2:27:31<50:34, 15.81s/it, loss=0.0439]
Epoch 0:  74%|███████▍  | 560/752 [2:27:31<50:34, 15.81s/it, loss=0.0439]
Epoch 0:  75%|███████▍  | 561/752 [2:27:47<50:18, 15.81s/it, loss=0.0439]
Epoch 0:  75%|███████▍  | 561/752 [2:27:47<50:18, 15.81s/it, loss=0.0438]
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Epoch 0:  75%|███████▍  | 562/752 [2:28:02<50:02, 15.81s/it, loss=0.0436]
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Epoch 0:  75%|███████▌  | 564/752 [2:28:34<49:31, 15.81s/it, loss=0.0436]
Epoch 0:  75%|███████▌  | 564/752 [2:28:34<49:31, 15.81s/it, loss=0.0433]
Epoch 0:  75%|███████▌  | 565/752 [2:28:49<49:15, 15.81s/it, loss=0.0433]
Epoch 0:  75%|███████▌  | 565/752 [2:28:49<49:15, 15.81s/it, loss=0.0434]
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Epoch 0:  75%|███████▌  | 566/752 [2:29:05<48:59, 15.80s/it, loss=0.0429]
Epoch 0:  75%|███████▌  | 567/752 [2:29:20<48:43, 15.80s/it, loss=0.0429]
Epoch 0:  75%|███████▌  | 567/752 [2:29:20<48:43, 15.80s/it, loss=0.0428]
Epoch 0:  76%|███████▌  | 568/752 [2:29:36<48:27, 15.80s/it, loss=0.0428]
Epoch 0:  76%|███████▌  | 568/752 [2:29:36<48:27, 15.80s/it, loss=0.0424]
Epoch 0:  76%|███████▌  | 569/752 [2:29:52<48:12, 15.80s/it, loss=0.0424]
Epoch 0:  76%|███████▌  | 569/752 [2:29:52<48:12, 15.80s/it, loss=0.0423]
Epoch 0:  76%|███████▌  | 570/752 [2:30:08<47:56, 15.80s/it, loss=0.0423]
Epoch 0:  76%|███████▌  | 570/752 [2:30:08<47:56, 15.80s/it, loss=0.0421]
Epoch 0:  76%|███████▌  | 571/752 [2:30:24<47:40, 15.80s/it, loss=0.0421]
Epoch 0:  76%|███████▌  | 571/752 [2:30:24<47:40, 15.80s/it, loss=0.042] 
Epoch 0:  76%|███████▌  | 572/752 [2:30:39<47:24, 15.80s/it, loss=0.042]
Epoch 0:  76%|███████▌  | 572/752 [2:30:39<47:24, 15.80s/it, loss=0.0419]
Epoch 0:  76%|███████▌  | 573/752 [2:30:55<47:08, 15.80s/it, loss=0.0419]
Epoch 0:  76%|███████▌  | 573/752 [2:30:55<47:08, 15.80s/it, loss=0.0415]
Epoch 0:  76%|███████▋  | 574/752 [2:31:10<46:52, 15.80s/it, loss=0.0415]
Epoch 0:  76%|███████▋  | 574/752 [2:31:10<46:52, 15.80s/it, loss=0.0414]
Epoch 0:  76%|███████▋  | 575/752 [2:31:26<46:37, 15.80s/it, loss=0.0414]
Epoch 0:  76%|███████▋  | 575/752 [2:31:26<46:37, 15.80s/it, loss=0.0412]
Epoch 0:  77%|███████▋  | 576/752 [2:31:42<46:21, 15.80s/it, loss=0.0412]
Epoch 0:  77%|███████▋  | 576/752 [2:31:42<46:21, 15.80s/it, loss=0.0411]
Epoch 0:  77%|███████▋  | 577/752 [2:31:57<46:05, 15.80s/it, loss=0.0411]
Epoch 0:  77%|███████▋  | 577/752 [2:31:57<46:05, 15.80s/it, loss=0.041] 
Epoch 0:  77%|███████▋  | 578/752 [2:32:13<45:49, 15.80s/it, loss=0.041]
Epoch 0:  77%|███████▋  | 578/752 [2:32:13<45:49, 15.80s/it, loss=0.0407]
Epoch 0:  77%|███████▋  | 579/752 [2:32:28<45:33, 15.80s/it, loss=0.0407]
Epoch 0:  77%|███████▋  | 579/752 [2:32:28<45:33, 15.80s/it, loss=0.0405]
Epoch 0:  77%|███████▋  | 580/752 [2:32:44<45:17, 15.80s/it, loss=0.0405]
Epoch 0:  77%|███████▋  | 580/752 [2:32:44<45:17, 15.80s/it, loss=0.0403]
Epoch 0:  77%|███████▋  | 581/752 [2:32:59<45:01, 15.80s/it, loss=0.0403]
Epoch 0:  77%|███████▋  | 581/752 [2:32:59<45:01, 15.80s/it, loss=0.0401]
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Epoch 0:  77%|███████▋  | 582/752 [2:33:15<44:45, 15.80s/it, loss=0.04]  
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Epoch 0:  78%|███████▊  | 583/752 [2:33:30<44:30, 15.80s/it, loss=0.0398]
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Epoch 0:  78%|███████▊  | 584/752 [2:33:46<44:14, 15.80s/it, loss=0.0397]
Epoch 0:  78%|███████▊  | 585/752 [2:34:02<43:58, 15.80s/it, loss=0.0397]
Epoch 0:  78%|███████▊  | 585/752 [2:34:02<43:58, 15.80s/it, loss=0.0396]
Epoch 0:  78%|███████▊  | 586/752 [2:34:17<43:42, 15.80s/it, loss=0.0396]
Epoch 0:  78%|███████▊  | 586/752 [2:34:17<43:42, 15.80s/it, loss=0.0394]
Epoch 0:  78%|███████▊  | 587/752 [2:34:32<43:26, 15.80s/it, loss=0.0394]
Epoch 0:  78%|███████▊  | 587/752 [2:34:32<43:26, 15.80s/it, loss=0.0394]
Epoch 0:  78%|███████▊  | 588/752 [2:34:48<43:10, 15.80s/it, loss=0.0394]
Epoch 0:  78%|███████▊  | 588/752 [2:34:48<43:10, 15.80s/it, loss=0.0391]
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Epoch 0:  78%|███████▊  | 589/752 [2:35:03<42:54, 15.80s/it, loss=0.0391]
Epoch 0:  78%|███████▊  | 590/752 [2:35:19<42:38, 15.80s/it, loss=0.0391]
Epoch 0:  78%|███████▊  | 590/752 [2:35:19<42:38, 15.80s/it, loss=0.0388]
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Epoch 0:  79%|███████▊  | 591/752 [2:35:35<42:23, 15.80s/it, loss=0.0386]
Epoch 0:  79%|███████▊  | 592/752 [2:35:50<42:07, 15.79s/it, loss=0.0386]
Epoch 0:  79%|███████▊  | 592/752 [2:35:50<42:07, 15.79s/it, loss=0.0385]
Epoch 0:  79%|███████▉  | 593/752 [2:36:06<41:51, 15.80s/it, loss=0.0385]
Epoch 0:  79%|███████▉  | 593/752 [2:36:06<41:51, 15.80s/it, loss=0.0382]
Epoch 0:  79%|███████▉  | 594/752 [2:36:21<41:35, 15.79s/it, loss=0.0382]
Epoch 0:  79%|███████▉  | 594/752 [2:36:21<41:35, 15.79s/it, loss=0.0382]
Epoch 0:  79%|███████▉  | 595/752 [2:36:37<41:19, 15.79s/it, loss=0.0382]
Epoch 0:  79%|███████▉  | 595/752 [2:36:37<41:19, 15.79s/it, loss=0.0378]
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Epoch 0:  79%|███████▉  | 596/752 [2:36:52<41:03, 15.79s/it, loss=0.0376]
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Epoch 0:  80%|███████▉  | 598/752 [2:37:23<40:31, 15.79s/it, loss=0.0373]
Epoch 0:  80%|███████▉  | 599/752 [2:37:38<40:16, 15.79s/it, loss=0.0373]
Epoch 0:  80%|███████▉  | 599/752 [2:37:38<40:16, 15.79s/it, loss=0.0373]
Epoch 0:  80%|███████▉  | 600/752 [2:37:54<40:00, 15.79s/it, loss=0.0373]
Epoch 0:  80%|███████▉  | 600/752 [2:37:54<40:00, 15.79s/it, loss=0.037] 
Epoch 0:  80%|███████▉  | 601/752 [2:38:10<39:44, 15.79s/it, loss=0.037]
Epoch 0:  80%|███████▉  | 601/752 [2:38:10<39:44, 15.79s/it, loss=0.0369]
Epoch 0:  80%|████████  | 602/752 [2:38:25<39:28, 15.79s/it, loss=0.0369]
Epoch 0:  80%|████████  | 602/752 [2:38:25<39:28, 15.79s/it, loss=0.0367]
Epoch 0:  80%|████████  | 603/752 [2:38:41<39:12, 15.79s/it, loss=0.0367]
Epoch 0:  80%|████████  | 603/752 [2:38:41<39:12, 15.79s/it, loss=0.0364]
Epoch 0:  80%|████████  | 604/752 [2:38:57<38:56, 15.79s/it, loss=0.0364]
Epoch 0:  80%|████████  | 604/752 [2:38:57<38:56, 15.79s/it, loss=0.0364]
Epoch 0:  80%|████████  | 605/752 [2:39:12<38:41, 15.79s/it, loss=0.0364]
Epoch 0:  80%|████████  | 605/752 [2:39:12<38:41, 15.79s/it, loss=0.036] 
Epoch 0:  81%|████████  | 606/752 [2:39:27<38:25, 15.79s/it, loss=0.036]
Epoch 0:  81%|████████  | 606/752 [2:39:27<38:25, 15.79s/it, loss=0.0359]
Epoch 0:  81%|████████  | 607/752 [2:39:43<38:09, 15.79s/it, loss=0.0359]
Epoch 0:  81%|████████  | 607/752 [2:39:43<38:09, 15.79s/it, loss=0.0356]
Epoch 0:  81%|████████  | 608/752 [2:39:59<37:53, 15.79s/it, loss=0.0356]
Epoch 0:  81%|████████  | 608/752 [2:39:59<37:53, 15.79s/it, loss=0.0355]
Epoch 0:  81%|████████  | 609/752 [2:40:14<37:37, 15.79s/it, loss=0.0355]
Epoch 0:  81%|████████  | 609/752 [2:40:14<37:37, 15.79s/it, loss=0.0353]
Epoch 0:  81%|████████  | 610/752 [2:40:30<37:21, 15.79s/it, loss=0.0353]
Epoch 0:  81%|████████  | 610/752 [2:40:30<37:21, 15.79s/it, loss=0.0351]
Epoch 0:  81%|████████▏ | 611/752 [2:40:45<37:05, 15.79s/it, loss=0.0351]
Epoch 0:  81%|████████▏ | 611/752 [2:40:45<37:05, 15.79s/it, loss=0.035] 
Epoch 0:  81%|████████▏ | 612/752 [2:41:01<36:50, 15.79s/it, loss=0.035]
Epoch 0:  81%|████████▏ | 612/752 [2:41:01<36:50, 15.79s/it, loss=0.0347]
Epoch 0:  82%|████████▏ | 613/752 [2:41:16<36:34, 15.79s/it, loss=0.0347]
Epoch 0:  82%|████████▏ | 613/752 [2:41:16<36:34, 15.79s/it, loss=0.0346]
Epoch 0:  82%|████████▏ | 614/752 [2:41:32<36:18, 15.79s/it, loss=0.0346]
Epoch 0:  82%|████████▏ | 614/752 [2:41:32<36:18, 15.79s/it, loss=0.0345]
Epoch 0:  82%|████████▏ | 615/752 [2:41:48<36:02, 15.79s/it, loss=0.0345]
Epoch 0:  82%|████████▏ | 615/752 [2:41:48<36:02, 15.79s/it, loss=0.0343]
Epoch 0:  82%|████████▏ | 616/752 [2:42:03<35:46, 15.79s/it, loss=0.0343]
Epoch 0:  82%|████████▏ | 616/752 [2:42:03<35:46, 15.79s/it, loss=0.0342]
Epoch 0:  82%|████████▏ | 617/752 [2:42:19<35:30, 15.79s/it, loss=0.0342]
Epoch 0:  82%|████████▏ | 617/752 [2:42:19<35:30, 15.79s/it, loss=0.0339]
Epoch 0:  82%|████████▏ | 618/752 [2:42:35<35:15, 15.79s/it, loss=0.0339]
Epoch 0:  82%|████████▏ | 618/752 [2:42:35<35:15, 15.79s/it, loss=0.0338]
Epoch 0:  82%|████████▏ | 619/752 [2:42:51<34:59, 15.79s/it, loss=0.0338]
Epoch 0:  82%|████████▏ | 619/752 [2:42:51<34:59, 15.79s/it, loss=0.0337]
Epoch 0:  82%|████████▏ | 620/752 [2:43:06<34:43, 15.79s/it, loss=0.0337]
Epoch 0:  82%|████████▏ | 620/752 [2:43:06<34:43, 15.79s/it, loss=0.0335]
Epoch 0:  83%|████████▎ | 621/752 [2:43:21<34:27, 15.78s/it, loss=0.0335]
Epoch 0:  83%|████████▎ | 621/752 [2:43:21<34:27, 15.78s/it, loss=0.0335]
Epoch 0:  83%|████████▎ | 622/752 [2:43:37<34:11, 15.78s/it, loss=0.0335]
Epoch 0:  83%|████████▎ | 622/752 [2:43:37<34:11, 15.78s/it, loss=0.0332]
Epoch 0:  83%|████████▎ | 623/752 [2:43:53<33:56, 15.78s/it, loss=0.0332]
Epoch 0:  83%|████████▎ | 623/752 [2:43:53<33:56, 15.78s/it, loss=0.0331]
Epoch 0:  83%|████████▎ | 624/752 [2:44:09<33:40, 15.78s/it, loss=0.0331]
Epoch 0:  83%|████████▎ | 624/752 [2:44:09<33:40, 15.78s/it, loss=0.0328]
Epoch 0:  83%|████████▎ | 625/752 [2:44:24<33:24, 15.78s/it, loss=0.0328]
Epoch 0:  83%|████████▎ | 625/752 [2:44:24<33:24, 15.78s/it, loss=0.0327]
Epoch 0:  83%|████████▎ | 626/752 [2:44:40<33:08, 15.78s/it, loss=0.0327]
Epoch 0:  83%|████████▎ | 626/752 [2:44:40<33:08, 15.78s/it, loss=0.0327]
Epoch 0:  83%|████████▎ | 627/752 [2:44:56<32:53, 15.78s/it, loss=0.0327]
Epoch 0:  83%|████████▎ | 627/752 [2:44:56<32:53, 15.78s/it, loss=0.0325]
Epoch 0:  84%|████████▎ | 628/752 [2:45:12<32:37, 15.78s/it, loss=0.0325]
Epoch 0:  84%|████████▎ | 628/752 [2:45:12<32:37, 15.78s/it, loss=0.0324]
Epoch 0:  84%|████████▎ | 629/752 [2:45:28<32:21, 15.78s/it, loss=0.0324]
Epoch 0:  84%|████████▎ | 629/752 [2:45:28<32:21, 15.78s/it, loss=0.0321]
Epoch 0:  84%|████████▍ | 630/752 [2:45:43<32:05, 15.78s/it, loss=0.0321]
Epoch 0:  84%|████████▍ | 630/752 [2:45:43<32:05, 15.78s/it, loss=0.032] 
Epoch 0:  84%|████████▍ | 631/752 [2:45:59<31:49, 15.78s/it, loss=0.032]
Epoch 0:  84%|████████▍ | 631/752 [2:45:59<31:49, 15.78s/it, loss=0.0318]
Epoch 0:  84%|████████▍ | 632/752 [2:46:15<31:34, 15.78s/it, loss=0.0318]
Epoch 0:  84%|████████▍ | 632/752 [2:46:15<31:34, 15.78s/it, loss=0.0316]
Epoch 0:  84%|████████▍ | 633/752 [2:46:31<31:18, 15.78s/it, loss=0.0316]
Epoch 0:  84%|████████▍ | 633/752 [2:46:31<31:18, 15.78s/it, loss=0.0315]
Epoch 0:  84%|████████▍ | 634/752 [2:46:47<31:02, 15.78s/it, loss=0.0315]
Epoch 0:  84%|████████▍ | 634/752 [2:46:47<31:02, 15.78s/it, loss=0.0312]
Epoch 0:  84%|████████▍ | 635/752 [2:47:02<30:46, 15.78s/it, loss=0.0312]
Epoch 0:  84%|████████▍ | 635/752 [2:47:02<30:46, 15.78s/it, loss=0.0311]
Epoch 0:  85%|████████▍ | 636/752 [2:47:18<30:30, 15.78s/it, loss=0.0311]
Epoch 0:  85%|████████▍ | 636/752 [2:47:18<30:30, 15.78s/it, loss=0.0309]
Epoch 0:  85%|████████▍ | 637/752 [2:47:37<30:15, 15.79s/it, loss=0.0309]
Epoch 0:  85%|████████▍ | 637/752 [2:47:37<30:15, 15.79s/it, loss=0.0308]
Epoch 0:  85%|████████▍ | 638/752 [2:47:57<30:00, 15.80s/it, loss=0.0308]
Epoch 0:  85%|████████▍ | 638/752 [2:47:57<30:00, 15.80s/it, loss=0.0307]
Epoch 0:  85%|████████▍ | 639/752 [2:48:17<29:45, 15.80s/it, loss=0.0307]
Epoch 0:  85%|████████▍ | 639/752 [2:48:17<29:45, 15.80s/it, loss=0.0304]
Epoch 0:  85%|████████▌ | 640/752 [2:48:38<29:30, 15.81s/it, loss=0.0304]
Epoch 0:  85%|████████▌ | 640/752 [2:48:38<29:30, 15.81s/it, loss=0.0303]
Epoch 0:  85%|████████▌ | 641/752 [2:48:57<29:15, 15.82s/it, loss=0.0303]
Epoch 0:  85%|████████▌ | 641/752 [2:48:57<29:15, 15.82s/it, loss=0.03]  
Epoch 0:  85%|████████▌ | 642/752 [2:49:18<29:00, 15.82s/it, loss=0.03]
Epoch 0:  85%|████████▌ | 642/752 [2:49:18<29:00, 15.82s/it, loss=0.0299]
Epoch 0:  86%|████████▌ | 643/752 [2:49:38<28:45, 15.83s/it, loss=0.0299]
Epoch 0:  86%|████████▌ | 643/752 [2:49:38<28:45, 15.83s/it, loss=0.0297]
Epoch 0:  86%|████████▌ | 644/752 [2:49:58<28:30, 15.84s/it, loss=0.0297]
Epoch 0:  86%|████████▌ | 644/752 [2:49:58<28:30, 15.84s/it, loss=0.0295]
Epoch 0:  86%|████████▌ | 645/752 [2:50:19<28:15, 15.84s/it, loss=0.0295]
Epoch 0:  86%|████████▌ | 645/752 [2:50:19<28:15, 15.84s/it, loss=0.0294]
Epoch 0:  86%|████████▌ | 646/752 [2:50:38<27:59, 15.85s/it, loss=0.0294]
Epoch 0:  86%|████████▌ | 646/752 [2:50:38<27:59, 15.85s/it, loss=0.0292]
Epoch 0:  86%|████████▌ | 647/752 [2:50:59<27:44, 15.86s/it, loss=0.0292]
Epoch 0:  86%|████████▌ | 647/752 [2:50:59<27:44, 15.86s/it, loss=0.0291]
Epoch 0:  86%|████████▌ | 648/752 [2:51:14<27:29, 15.86s/it, loss=0.0291]
Epoch 0:  86%|████████▌ | 648/752 [2:51:14<27:29, 15.86s/it, loss=0.029] 
Epoch 0:  86%|████████▋ | 649/752 [2:51:30<27:13, 15.86s/it, loss=0.029]
Epoch 0:  86%|████████▋ | 649/752 [2:51:30<27:13, 15.86s/it, loss=0.0287]
Epoch 0:  86%|████████▋ | 650/752 [2:51:45<26:57, 15.85s/it, loss=0.0287]
Epoch 0:  86%|████████▋ | 650/752 [2:51:45<26:57, 15.85s/it, loss=0.0286]
Epoch 0:  87%|████████▋ | 651/752 [2:52:01<26:41, 15.85s/it, loss=0.0286]
Epoch 0:  87%|████████▋ | 651/752 [2:52:01<26:41, 15.85s/it, loss=0.0283]
Epoch 0:  87%|████████▋ | 652/752 [2:52:19<26:25, 15.86s/it, loss=0.0283]
Epoch 0:  87%|████████▋ | 652/752 [2:52:19<26:25, 15.86s/it, loss=0.0282]
Epoch 0:  87%|████████▋ | 653/752 [2:52:35<26:10, 15.86s/it, loss=0.0282]
Epoch 0:  87%|████████▋ | 653/752 [2:52:35<26:10, 15.86s/it, loss=0.028] 
Epoch 0:  87%|████████▋ | 654/752 [2:52:54<25:54, 15.86s/it, loss=0.028]
Epoch 0:  87%|████████▋ | 654/752 [2:52:54<25:54, 15.86s/it, loss=0.0279]
Epoch 0:  87%|████████▋ | 655/752 [2:53:10<25:38, 15.86s/it, loss=0.0279]
Epoch 0:  87%|████████▋ | 655/752 [2:53:10<25:38, 15.86s/it, loss=0.0278]
Epoch 0:  87%|████████▋ | 656/752 [2:53:26<25:22, 15.86s/it, loss=0.0278]
Epoch 0:  87%|████████▋ | 656/752 [2:53:26<25:22, 15.86s/it, loss=0.0276]
Epoch 0:  87%|████████▋ | 657/752 [2:53:41<25:06, 15.86s/it, loss=0.0276]
Epoch 0:  87%|████████▋ | 657/752 [2:53:41<25:06, 15.86s/it, loss=0.0274]
Epoch 0:  88%|████████▊ | 658/752 [2:53:58<24:51, 15.86s/it, loss=0.0274]
Epoch 0:  88%|████████▊ | 658/752 [2:53:58<24:51, 15.86s/it, loss=0.0273]
Epoch 0:  88%|████████▊ | 659/752 [2:54:13<24:35, 15.86s/it, loss=0.0273]
Epoch 0:  88%|████████▊ | 659/752 [2:54:13<24:35, 15.86s/it, loss=0.0271]
Epoch 0:  88%|████████▊ | 660/752 [2:54:29<24:19, 15.86s/it, loss=0.0271]
Epoch 0:  88%|████████▊ | 660/752 [2:54:29<24:19, 15.86s/it, loss=0.0269]
Epoch 0:  88%|████████▊ | 661/752 [2:54:45<24:03, 15.86s/it, loss=0.0269]
Epoch 0:  88%|████████▊ | 661/752 [2:54:45<24:03, 15.86s/it, loss=0.0267]
Epoch 0:  88%|████████▊ | 662/752 [2:55:00<23:47, 15.86s/it, loss=0.0267]
Epoch 0:  88%|████████▊ | 662/752 [2:55:00<23:47, 15.86s/it, loss=0.0266]
Epoch 0:  88%|████████▊ | 663/752 [2:55:16<23:31, 15.86s/it, loss=0.0266]
Epoch 0:  88%|████████▊ | 663/752 [2:55:16<23:31, 15.86s/it, loss=0.0264]
Epoch 0:  88%|████████▊ | 664/752 [2:55:32<23:15, 15.86s/it, loss=0.0264]
Epoch 0:  88%|████████▊ | 664/752 [2:55:32<23:15, 15.86s/it, loss=0.0263]
Epoch 0:  88%|████████▊ | 665/752 [2:55:50<23:00, 15.86s/it, loss=0.0263]
Epoch 0:  88%|████████▊ | 665/752 [2:55:50<23:00, 15.86s/it, loss=0.0261]
Epoch 0:  89%|████████▊ | 666/752 [2:56:05<22:44, 15.86s/it, loss=0.0261]
Epoch 0:  89%|████████▊ | 666/752 [2:56:05<22:44, 15.86s/it, loss=0.0259]
Epoch 0:  89%|████████▊ | 667/752 [2:56:21<22:28, 15.86s/it, loss=0.0259]
Epoch 0:  89%|████████▊ | 667/752 [2:56:21<22:28, 15.86s/it, loss=0.0257]
Epoch 0:  89%|████████▉ | 668/752 [2:56:36<22:12, 15.86s/it, loss=0.0257]
Epoch 0:  89%|████████▉ | 668/752 [2:56:36<22:12, 15.86s/it, loss=0.0256]
Epoch 0:  89%|████████▉ | 669/752 [2:56:52<21:56, 15.86s/it, loss=0.0256]
Epoch 0:  89%|████████▉ | 669/752 [2:56:52<21:56, 15.86s/it, loss=0.0255]
Epoch 0:  89%|████████▉ | 670/752 [2:57:08<21:40, 15.86s/it, loss=0.0255]
Epoch 0:  89%|████████▉ | 670/752 [2:57:08<21:40, 15.86s/it, loss=0.0254]
Epoch 0:  89%|████████▉ | 671/752 [2:57:24<21:24, 15.86s/it, loss=0.0254]
Epoch 0:  89%|████████▉ | 671/752 [2:57:24<21:24, 15.86s/it, loss=0.0252]
Epoch 0:  89%|████████▉ | 672/752 [2:57:39<21:09, 15.86s/it, loss=0.0252]
Epoch 0:  89%|████████▉ | 672/752 [2:57:39<21:09, 15.86s/it, loss=0.0251]
Epoch 0:  89%|████████▉ | 673/752 [2:57:55<20:53, 15.86s/it, loss=0.0251]
Epoch 0:  89%|████████▉ | 673/752 [2:57:55<20:53, 15.86s/it, loss=0.025] 
Epoch 0:  90%|████████▉ | 674/752 [2:58:11<20:37, 15.86s/it, loss=0.025]
Epoch 0:  90%|████████▉ | 674/752 [2:58:11<20:37, 15.86s/it, loss=0.0248]
Epoch 0:  90%|████████▉ | 675/752 [2:58:27<20:21, 15.86s/it, loss=0.0248]
Epoch 0:  90%|████████▉ | 675/752 [2:58:27<20:21, 15.86s/it, loss=0.0247]
Epoch 0:  90%|████████▉ | 676/752 [2:58:42<20:05, 15.86s/it, loss=0.0247]
Epoch 0:  90%|████████▉ | 676/752 [2:58:42<20:05, 15.86s/it, loss=0.0244]
Epoch 0:  90%|█████████ | 677/752 [2:58:58<19:49, 15.86s/it, loss=0.0244]
Epoch 0:  90%|█████████ | 677/752 [2:58:58<19:49, 15.86s/it, loss=0.0244]
Epoch 0:  90%|█████████ | 678/752 [2:59:14<19:33, 15.86s/it, loss=0.0244]
Epoch 0:  90%|█████████ | 678/752 [2:59:14<19:33, 15.86s/it, loss=0.0242]
Epoch 0:  90%|█████████ | 679/752 [2:59:30<19:17, 15.86s/it, loss=0.0242]
Epoch 0:  90%|█████████ | 679/752 [2:59:30<19:17, 15.86s/it, loss=0.0241]
Epoch 0:  90%|█████████ | 680/752 [2:59:45<19:02, 15.86s/it, loss=0.0241]
Epoch 0:  90%|█████████ | 680/752 [2:59:45<19:02, 15.86s/it, loss=0.0239]
Epoch 0:  91%|█████████ | 681/752 [3:00:01<18:46, 15.86s/it, loss=0.0239]
Epoch 0:  91%|█████████ | 681/752 [3:00:01<18:46, 15.86s/it, loss=0.0238]
Epoch 0:  91%|█████████ | 682/752 [3:00:17<18:30, 15.86s/it, loss=0.0238]
Epoch 0:  91%|█████████ | 682/752 [3:00:17<18:30, 15.86s/it, loss=0.0236]
Epoch 0:  91%|█████████ | 683/752 [3:00:33<18:14, 15.86s/it, loss=0.0236]
Epoch 0:  91%|█████████ | 683/752 [3:00:33<18:14, 15.86s/it, loss=0.0234]
Epoch 0:  91%|█████████ | 684/752 [3:00:49<17:58, 15.86s/it, loss=0.0234]
Epoch 0:  91%|█████████ | 684/752 [3:00:49<17:58, 15.86s/it, loss=0.0232]
Epoch 0:  91%|█████████ | 685/752 [3:01:04<17:42, 15.86s/it, loss=0.0232]
Epoch 0:  91%|█████████ | 685/752 [3:01:04<17:42, 15.86s/it, loss=0.0231]
Epoch 0:  91%|█████████ | 686/752 [3:01:20<17:26, 15.86s/it, loss=0.0231]
Epoch 0:  91%|█████████ | 686/752 [3:01:20<17:26, 15.86s/it, loss=0.0228]
Epoch 0:  91%|█████████▏| 687/752 [3:01:35<17:10, 15.86s/it, loss=0.0228]
Epoch 0:  91%|█████████▏| 687/752 [3:01:35<17:10, 15.86s/it, loss=0.0227]
Epoch 0:  91%|█████████▏| 688/752 [3:01:51<16:55, 15.86s/it, loss=0.0227]
Epoch 0:  91%|█████████▏| 688/752 [3:01:51<16:55, 15.86s/it, loss=0.0224]
Epoch 0:  92%|█████████▏| 689/752 [3:02:07<16:39, 15.86s/it, loss=0.0224]
Epoch 0:  92%|█████████▏| 689/752 [3:02:07<16:39, 15.86s/it, loss=0.0223]
Epoch 0:  92%|█████████▏| 690/752 [3:02:22<16:23, 15.86s/it, loss=0.0223]
Epoch 0:  92%|█████████▏| 690/752 [3:02:22<16:23, 15.86s/it, loss=0.022] 
Epoch 0:  92%|█████████▏| 691/752 [3:02:38<16:07, 15.86s/it, loss=0.022]
Epoch 0:  92%|█████████▏| 691/752 [3:02:38<16:07, 15.86s/it, loss=0.022]
Epoch 0:  92%|█████████▏| 692/752 [3:02:53<15:51, 15.86s/it, loss=0.022]
Epoch 0:  92%|█████████▏| 692/752 [3:02:53<15:51, 15.86s/it, loss=0.0217]
Epoch 0:  92%|█████████▏| 693/752 [3:03:09<15:35, 15.86s/it, loss=0.0217]
Epoch 0:  92%|█████████▏| 693/752 [3:03:09<15:35, 15.86s/it, loss=0.0215]
Epoch 0:  92%|█████████▏| 694/752 [3:03:24<15:19, 15.86s/it, loss=0.0215]
Epoch 0:  92%|█████████▏| 694/752 [3:03:24<15:19, 15.86s/it, loss=0.0213]
Epoch 0:  92%|█████████▏| 695/752 [3:03:40<15:03, 15.86s/it, loss=0.0213]
Epoch 0:  92%|█████████▏| 695/752 [3:03:40<15:03, 15.86s/it, loss=0.021] 
Epoch 0:  93%|█████████▎| 696/752 [3:03:55<14:47, 15.86s/it, loss=0.021]
Epoch 0:  93%|█████████▎| 696/752 [3:03:55<14:47, 15.86s/it, loss=0.0209]
Epoch 0:  93%|█████████▎| 697/752 [3:04:11<14:32, 15.86s/it, loss=0.0209]
Epoch 0:  93%|█████████▎| 697/752 [3:04:11<14:32, 15.86s/it, loss=0.0206]
Epoch 0:  93%|█████████▎| 698/752 [3:04:27<14:16, 15.86s/it, loss=0.0206]
Epoch 0:  93%|█████████▎| 698/752 [3:04:27<14:16, 15.86s/it, loss=0.0205]
Epoch 0:  93%|█████████▎| 699/752 [3:04:42<14:00, 15.85s/it, loss=0.0205]
Epoch 0:  93%|█████████▎| 699/752 [3:04:42<14:00, 15.85s/it, loss=0.0202]
Epoch 0:  93%|█████████▎| 700/752 [3:04:57<13:44, 15.85s/it, loss=0.0202]
Epoch 0:  93%|█████████▎| 700/752 [3:04:57<13:44, 15.85s/it, loss=0.0201]
Epoch 0:  93%|█████████▎| 701/752 [3:05:13<13:28, 15.85s/it, loss=0.0201]
Epoch 0:  93%|█████████▎| 701/752 [3:05:13<13:28, 15.85s/it, loss=0.0198]
Epoch 0:  93%|█████████▎| 702/752 [3:05:29<13:12, 15.85s/it, loss=0.0198]
Epoch 0:  93%|█████████▎| 702/752 [3:05:29<13:12, 15.85s/it, loss=0.0197]
Epoch 0:  93%|█████████▎| 703/752 [3:05:44<12:56, 15.85s/it, loss=0.0197]
Epoch 0:  93%|█████████▎| 703/752 [3:05:44<12:56, 15.85s/it, loss=0.0195]
Epoch 0:  94%|█████████▎| 704/752 [3:06:00<12:40, 15.85s/it, loss=0.0195]
Epoch 0:  94%|█████████▎| 704/752 [3:06:00<12:40, 15.85s/it, loss=0.0193]
Epoch 0:  94%|█████████▍| 705/752 [3:06:15<12:25, 15.85s/it, loss=0.0193]
Epoch 0:  94%|█████████▍| 705/752 [3:06:15<12:25, 15.85s/it, loss=0.0191]
Epoch 0:  94%|█████████▍| 706/752 [3:06:31<12:09, 15.85s/it, loss=0.0191]
Epoch 0:  94%|█████████▍| 706/752 [3:06:31<12:09, 15.85s/it, loss=0.0188]
Epoch 0:  94%|█████████▍| 707/752 [3:06:46<11:53, 15.85s/it, loss=0.0188]
Epoch 0:  94%|█████████▍| 707/752 [3:06:46<11:53, 15.85s/it, loss=0.0187]
Epoch 0:  94%|█████████▍| 708/752 [3:07:02<11:37, 15.85s/it, loss=0.0187]
Epoch 0:  94%|█████████▍| 708/752 [3:07:02<11:37, 15.85s/it, loss=0.0184]
Epoch 0:  94%|█████████▍| 709/752 [3:07:17<11:21, 15.85s/it, loss=0.0184]
Epoch 0:  94%|█████████▍| 709/752 [3:07:17<11:21, 15.85s/it, loss=0.0183]
Epoch 0:  94%|█████████▍| 710/752 [3:07:33<11:05, 15.85s/it, loss=0.0183]
Epoch 0:  94%|█████████▍| 710/752 [3:07:33<11:05, 15.85s/it, loss=0.0181]
Epoch 0:  95%|█████████▍| 711/752 [3:07:48<10:49, 15.85s/it, loss=0.0181]
Epoch 0:  95%|█████████▍| 711/752 [3:07:48<10:49, 15.85s/it, loss=0.0179]
Epoch 0:  95%|█████████▍| 712/752 [3:08:04<10:33, 15.85s/it, loss=0.0179]
Epoch 0:  95%|█████████▍| 712/752 [3:08:04<10:33, 15.85s/it, loss=0.0177]
Epoch 0:  95%|█████████▍| 713/752 [3:08:20<10:18, 15.85s/it, loss=0.0177]
Epoch 0:  95%|█████████▍| 713/752 [3:08:20<10:18, 15.85s/it, loss=0.0175]
Epoch 0:  95%|█████████▍| 714/752 [3:08:35<10:02, 15.85s/it, loss=0.0175]
Epoch 0:  95%|█████████▍| 714/752 [3:08:35<10:02, 15.85s/it, loss=0.0173]
Epoch 0:  95%|█████████▌| 715/752 [3:08:51<09:46, 15.85s/it, loss=0.0173]
Epoch 0:  95%|█████████▌| 715/752 [3:08:51<09:46, 15.85s/it, loss=0.0171]
Epoch 0:  95%|█████████▌| 716/752 [3:09:07<09:30, 15.85s/it, loss=0.0171]
Epoch 0:  95%|█████████▌| 716/752 [3:09:07<09:30, 15.85s/it, loss=0.0169]
Epoch 0:  95%|█████████▌| 717/752 [3:09:22<09:14, 15.85s/it, loss=0.0169]
Epoch 0:  95%|█████████▌| 717/752 [3:09:22<09:14, 15.85s/it, loss=0.0167]
Epoch 0:  95%|█████████▌| 718/752 [3:09:37<08:58, 15.85s/it, loss=0.0167]
Epoch 0:  95%|█████████▌| 718/752 [3:09:37<08:58, 15.85s/it, loss=0.0165]
Epoch 0:  96%|█████████▌| 719/752 [3:09:52<08:42, 15.85s/it, loss=0.0165]
Epoch 0:  96%|█████████▌| 719/752 [3:09:52<08:42, 15.85s/it, loss=0.0163]
Epoch 0:  96%|█████████▌| 720/752 [3:10:08<08:27, 15.84s/it, loss=0.0163]
Epoch 0:  96%|█████████▌| 720/752 [3:10:08<08:27, 15.84s/it, loss=0.016] 
Epoch 0:  96%|█████████▌| 721/752 [3:10:24<08:11, 15.84s/it, loss=0.016]
Epoch 0:  96%|█████████▌| 721/752 [3:10:24<08:11, 15.84s/it, loss=0.0158]
Epoch 0:  96%|█████████▌| 722/752 [3:10:39<07:55, 15.84s/it, loss=0.0158]
Epoch 0:  96%|█████████▌| 722/752 [3:10:39<07:55, 15.84s/it, loss=0.0156]
Epoch 0:  96%|█████████▌| 723/752 [3:10:54<07:39, 15.84s/it, loss=0.0156]
Epoch 0:  96%|█████████▌| 723/752 [3:10:54<07:39, 15.84s/it, loss=0.0154]
Epoch 0:  96%|█████████▋| 724/752 [3:11:09<07:23, 15.84s/it, loss=0.0154]
Epoch 0:  96%|█████████▋| 724/752 [3:11:09<07:23, 15.84s/it, loss=0.0152]
Epoch 0:  96%|█████████▋| 725/752 [3:11:25<07:07, 15.84s/it, loss=0.0152]
Epoch 0:  96%|█████████▋| 725/752 [3:11:25<07:07, 15.84s/it, loss=0.015] 
Epoch 0:  97%|█████████▋| 726/752 [3:11:41<06:51, 15.84s/it, loss=0.015]
Epoch 0:  97%|█████████▋| 726/752 [3:11:41<06:51, 15.84s/it, loss=0.0149]
Epoch 0:  97%|█████████▋| 727/752 [3:11:56<06:36, 15.84s/it, loss=0.0149]
Epoch 0:  97%|█████████▋| 727/752 [3:11:56<06:36, 15.84s/it, loss=0.0147]
Epoch 0:  97%|█████████▋| 728/752 [3:12:12<06:20, 15.84s/it, loss=0.0147]
Epoch 0:  97%|█████████▋| 728/752 [3:12:12<06:20, 15.84s/it, loss=0.0145]
Epoch 0:  97%|█████████▋| 729/752 [3:12:27<06:04, 15.84s/it, loss=0.0145]
Epoch 0:  97%|█████████▋| 729/752 [3:12:27<06:04, 15.84s/it, loss=0.0143]
Epoch 0:  97%|█████████▋| 730/752 [3:12:42<05:48, 15.84s/it, loss=0.0143]
Epoch 0:  97%|█████████▋| 730/752 [3:12:42<05:48, 15.84s/it, loss=0.0142]
Epoch 0:  97%|█████████▋| 731/752 [3:12:58<05:32, 15.84s/it, loss=0.0142]
Epoch 0:  97%|█████████▋| 731/752 [3:12:58<05:32, 15.84s/it, loss=0.014] 
Epoch 0:  97%|█████████▋| 732/752 [3:13:14<05:16, 15.84s/it, loss=0.014]
Epoch 0:  97%|█████████▋| 732/752 [3:13:14<05:16, 15.84s/it, loss=0.0138]
Epoch 0:  97%|█████████▋| 733/752 [3:13:29<05:00, 15.84s/it, loss=0.0138]
Epoch 0:  97%|█████████▋| 733/752 [3:13:29<05:00, 15.84s/it, loss=0.0137]
Epoch 0:  98%|█████████▊| 734/752 [3:13:45<04:45, 15.84s/it, loss=0.0137]
Epoch 0:  98%|█████████▊| 734/752 [3:13:45<04:45, 15.84s/it, loss=0.0135]
Epoch 0:  98%|█████████▊| 735/752 [3:14:00<04:29, 15.84s/it, loss=0.0135]
Epoch 0:  98%|█████████▊| 735/752 [3:14:00<04:29, 15.84s/it, loss=0.0134]
Epoch 0:  98%|█████████▊| 736/752 [3:14:15<04:13, 15.84s/it, loss=0.0134]
Epoch 0:  98%|█████████▊| 736/752 [3:14:15<04:13, 15.84s/it, loss=0.0133]
Epoch 0:  98%|█████████▊| 737/752 [3:14:31<03:57, 15.84s/it, loss=0.0133]
Epoch 0:  98%|█████████▊| 737/752 [3:14:31<03:57, 15.84s/it, loss=0.0132]
Epoch 0:  98%|█████████▊| 738/752 [3:14:47<03:41, 15.84s/it, loss=0.0132]
Epoch 0:  98%|█████████▊| 738/752 [3:14:47<03:41, 15.84s/it, loss=0.0131]
Epoch 0:  98%|█████████▊| 739/752 [3:15:02<03:25, 15.84s/it, loss=0.0131]
Epoch 0:  98%|█████████▊| 739/752 [3:15:02<03:25, 15.84s/it, loss=0.0131]
Epoch 0:  98%|█████████▊| 740/752 [3:15:18<03:10, 15.84s/it, loss=0.0131]
Epoch 0:  98%|█████████▊| 740/752 [3:15:18<03:10, 15.84s/it, loss=0.0131]
Epoch 0:  99%|█████████▊| 741/752 [3:15:33<02:54, 15.83s/it, loss=0.0131]
Epoch 0:  99%|█████████▊| 741/752 [3:15:33<02:54, 15.83s/it, loss=0.0132]
Epoch 0:  99%|█████████▊| 742/752 [3:15:49<02:38, 15.83s/it, loss=0.0132]
Epoch 0:  99%|█████████▊| 742/752 [3:15:49<02:38, 15.83s/it, loss=0.0133]
Epoch 0:  99%|█████████▉| 743/752 [3:16:04<02:22, 15.83s/it, loss=0.0133]
Epoch 0:  99%|█████████▉| 743/752 [3:16:04<02:22, 15.83s/it, loss=0.0135]
Epoch 0:  99%|█████████▉| 744/752 [3:16:20<02:06, 15.83s/it, loss=0.0135]
Epoch 0:  99%|█████████▉| 744/752 [3:16:20<02:06, 15.83s/it, loss=0.0139]
Epoch 0:  99%|█████████▉| 745/752 [3:16:36<01:50, 15.83s/it, loss=0.0139]
Epoch 0:  99%|█████████▉| 745/752 [3:16:36<01:50, 15.83s/it, loss=0.0143]
Epoch 0:  99%|█████████▉| 746/752 [3:16:51<01:35, 15.83s/it, loss=0.0143]
Epoch 0:  99%|█████████▉| 746/752 [3:16:51<01:35, 15.83s/it, loss=0.0151]
Epoch 0:  99%|█████████▉| 747/752 [3:17:07<01:19, 15.83s/it, loss=0.0151]
Epoch 0:  99%|█████████▉| 747/752 [3:17:07<01:19, 15.83s/it, loss=0.0162]
Epoch 0:  99%|█████████▉| 748/752 [3:17:22<01:03, 15.83s/it, loss=0.0162]
Epoch 0:  99%|█████████▉| 748/752 [3:17:22<01:03, 15.83s/it, loss=0.0179]
Epoch 0: 100%|█████████▉| 749/752 [3:17:40<00:47, 15.84s/it, loss=0.0179]
Epoch 0: 100%|█████████▉| 749/752 [3:17:40<00:47, 15.84s/it, loss=0.0203]
Epoch 0: 100%|█████████▉| 750/752 [3:17:55<00:31, 15.83s/it, loss=0.0203]
Epoch 0: 100%|█████████▉| 750/752 [3:17:55<00:31, 15.83s/it, loss=0.0242]
Epoch 0: 100%|█████████▉| 751/752 [3:18:09<00:15, 15.83s/it, loss=0.0242]
Epoch 0: 100%|█████████▉| 751/752 [3:18:09<00:15, 15.83s/it, loss=0.0299]
Epoch 0: 100%|██████████| 752/752 [3:18:28<00:00, 15.84s/it, loss=0.0299]
Epoch 0: 100%|██████████| 752/752 [3:18:28<00:00, 15.84s/it, loss=0.0386]
Epoch 0: 100%|██████████| 752/752 [3:18:28<00:00, 15.84s/it, loss=0.0386]
Epoch 0:   0%|          | 0/752 [00:00<?, ?it/s, loss=0.0386]            
Epoch 1:   0%|          | 0/752 [00:00<?, ?it/s, loss=0.0386]
Epoch 1:   0%|          | 1/752 [01:51<23:15:34, 111.50s/it, loss=0.0386]
Epoch 1:   0%|          | 1/752 [01:51<23:15:34, 111.50s/it, loss=0.0502]
Epoch 1:   0%|          | 2/752 [02:06<13:11:38, 63.33s/it, loss=0.0502] 
Epoch 1:   0%|          | 2/752 [02:06<13:11:38, 63.33s/it, loss=0.0616]
Epoch 1:   0%|          | 3/752 [02:21<9:49:45, 47.24s/it, loss=0.0616] 
Epoch 1:   0%|          | 3/752 [02:21<9:49:45, 47.24s/it, loss=0.0729]
Epoch 1:   1%|          | 4/752 [02:36<8:08:37, 39.19s/it, loss=0.0729]
Epoch 1:   1%|          | 4/752 [02:36<8:08:37, 39.19s/it, loss=0.0842]
Epoch 1:   1%|          | 5/752 [02:51<7:07:52, 34.37s/it, loss=0.0842]
Epoch 1:   1%|          | 5/752 [02:51<7:07:52, 34.37s/it, loss=0.0952]
Epoch 1:   1%|          | 6/752 [03:06<6:26:53, 31.12s/it, loss=0.0952]
Epoch 1:   1%|          | 6/752 [03:06<6:26:53, 31.12s/it, loss=0.106] 
Epoch 1:   1%|          | 7/752 [03:22<5:58:27, 28.87s/it, loss=0.106]
Epoch 1:   1%|          | 7/752 [03:22<5:58:27, 28.87s/it, loss=0.117]
Epoch 1:   1%|          | 8/752 [03:37<5:37:01, 27.18s/it, loss=0.117]
Epoch 1:   1%|          | 8/752 [03:37<5:37:01, 27.18s/it, loss=0.127]
Epoch 1:   1%|          | 9/752 [03:52<5:20:00, 25.84s/it, loss=0.127]
Epoch 1:   1%|          | 9/752 [03:52<5:20:00, 25.84s/it, loss=0.138]
Epoch 1:   1%|▏         | 10/752 [04:07<5:06:09, 24.76s/it, loss=0.138]
Epoch 1:   1%|▏         | 10/752 [04:07<5:06:09, 24.76s/it, loss=0.148]
Epoch 1:   1%|▏         | 11/752 [04:22<4:54:48, 23.87s/it, loss=0.148]
Epoch 1:   1%|▏         | 11/752 [04:22<4:54:48, 23.87s/it, loss=0.157]
Epoch 1:   2%|▏         | 12/752 [04:37<4:45:19, 23.13s/it, loss=0.157]
Epoch 1:   2%|▏         | 12/752 [04:37<4:45:19, 23.13s/it, loss=0.167]
Epoch 1:   2%|▏         | 13/752 [04:52<4:37:21, 22.52s/it, loss=0.167]
Epoch 1:   2%|▏         | 13/752 [04:52<4:37:21, 22.52s/it, loss=0.176]
Epoch 1:   2%|▏         | 14/752 [05:07<4:30:23, 21.98s/it, loss=0.176]
Epoch 1:   2%|▏         | 14/752 [05:07<4:30:23, 21.98s/it, loss=0.185]
Epoch 1:   2%|▏         | 15/752 [05:23<4:24:58, 21.57s/it, loss=0.185]
Epoch 1:   2%|▏         | 15/752 [05:23<4:24:58, 21.57s/it, loss=0.194]
Epoch 1:   2%|▏         | 16/752 [05:38<4:19:50, 21.18s/it, loss=0.194]
Epoch 1:   2%|▏         | 16/752 [05:38<4:19:50, 21.18s/it, loss=0.202]
Epoch 1:   2%|▏         | 17/752 [05:54<4:15:24, 20.85s/it, loss=0.202]
Epoch 1:   2%|▏         | 17/752 [05:54<4:15:24, 20.85s/it, loss=0.209]
Epoch 1:   2%|▏         | 18/752 [06:10<4:11:58, 20.60s/it, loss=0.209]
Epoch 1:   2%|▏         | 18/752 [06:10<4:11:58, 20.60s/it, loss=0.215]
Epoch 1:   3%|▎         | 19/752 [06:26<4:08:41, 20.36s/it, loss=0.215]
Epoch 1:   3%|▎         | 19/752 [06:26<4:08:41, 20.36s/it, loss=0.219]
Epoch 1:   3%|▎         | 20/752 [06:42<4:05:41, 20.14s/it, loss=0.219]
Epoch 1:   3%|▎         | 20/752 [06:42<4:05:41, 20.14s/it, loss=0.219]
Epoch 1:   3%|▎         | 21/752 [06:58<4:02:45, 19.93s/it, loss=0.219]
Epoch 1:   3%|▎         | 21/752 [06:58<4:02:45, 19.93s/it, loss=0.217]
Epoch 1:   3%|▎         | 22/752 [07:14<4:00:27, 19.76s/it, loss=0.217]
Epoch 1:   3%|▎         | 22/752 [07:14<4:00:27, 19.76s/it, loss=0.215]
Epoch 1:   3%|▎         | 23/752 [07:30<3:57:58, 19.59s/it, loss=0.215]
Epoch 1:   3%|▎         | 23/752 [07:30<3:57:58, 19.59s/it, loss=0.213]
Epoch 1:   3%|▎         | 24/752 [07:46<3:55:48, 19.43s/it, loss=0.213]
Epoch 1:   3%|▎         | 24/752 [07:46<3:55:48, 19.43s/it, loss=0.211]
Epoch 1:   3%|▎         | 25/752 [08:01<3:53:34, 19.28s/it, loss=0.211]
Epoch 1:   3%|▎         | 25/752 [08:01<3:53:34, 19.28s/it, loss=0.21] 
Epoch 1:   3%|▎         | 26/752 [08:17<3:51:24, 19.12s/it, loss=0.21]
Epoch 1:   3%|▎         | 26/752 [08:17<3:51:24, 19.12s/it, loss=0.208]
Epoch 1:   4%|▎         | 27/752 [08:32<3:49:22, 18.98s/it, loss=0.208]
Epoch 1:   4%|▎         | 27/752 [08:32<3:49:22, 18.98s/it, loss=0.207]
Epoch 1:   4%|▎         | 28/752 [08:47<3:47:28, 18.85s/it, loss=0.207]
Epoch 1:   4%|▎         | 28/752 [08:47<3:47:28, 18.85s/it, loss=0.205]
Epoch 1:   4%|▍         | 29/752 [09:03<3:45:42, 18.73s/it, loss=0.205]
Epoch 1:   4%|▍         | 29/752 [09:03<3:45:42, 18.73s/it, loss=0.204]
Epoch 1:   4%|▍         | 30/752 [09:18<3:44:01, 18.62s/it, loss=0.204]
Epoch 1:   4%|▍         | 30/752 [09:18<3:44:01, 18.62s/it, loss=0.203]
Epoch 1:   4%|▍         | 31/752 [09:33<3:42:26, 18.51s/it, loss=0.203]
Epoch 1:   4%|▍         | 31/752 [09:33<3:42:26, 18.51s/it, loss=0.202]
Epoch 1:   4%|▍         | 32/752 [09:49<3:40:56, 18.41s/it, loss=0.202]
Epoch 1:   4%|▍         | 32/752 [09:49<3:40:56, 18.41s/it, loss=0.201]
Epoch 1:   4%|▍         | 33/752 [10:04<3:39:31, 18.32s/it, loss=0.201]
Epoch 1:   4%|▍         | 33/752 [10:04<3:39:31, 18.32s/it, loss=0.201]
Epoch 1:   5%|▍         | 34/752 [10:19<3:38:09, 18.23s/it, loss=0.201]
Epoch 1:   5%|▍         | 34/752 [10:19<3:38:09, 18.23s/it, loss=0.2]  
Epoch 1:   5%|▍         | 35/752 [10:35<3:36:51, 18.15s/it, loss=0.2]
Epoch 1:   5%|▍         | 35/752 [10:35<3:36:51, 18.15s/it, loss=0.199]
Epoch 1:   5%|▍         | 36/752 [10:50<3:35:37, 18.07s/it, loss=0.199]
Epoch 1:   5%|▍         | 36/752 [10:50<3:35:37, 18.07s/it, loss=0.199]
Epoch 1:   5%|▍         | 37/752 [11:05<3:34:26, 18.00s/it, loss=0.199]
Epoch 1:   5%|▍         | 37/752 [11:05<3:34:26, 18.00s/it, loss=0.198]
Epoch 1:   5%|▌         | 38/752 [11:21<3:33:27, 17.94s/it, loss=0.198]
Epoch 1:   5%|▌         | 38/752 [11:21<3:33:27, 17.94s/it, loss=0.198]
Epoch 1:   5%|▌         | 39/752 [11:37<3:32:22, 17.87s/it, loss=0.198]
Epoch 1:   5%|▌         | 39/752 [11:37<3:32:22, 17.87s/it, loss=0.197]
Epoch 1:   5%|▌         | 40/752 [11:52<3:31:19, 17.81s/it, loss=0.197]
Epoch 1:   5%|▌         | 40/752 [11:52<3:31:19, 17.81s/it, loss=0.197]
Epoch 1:   5%|▌         | 41/752 [12:07<3:30:19, 17.75s/it, loss=0.197]
Epoch 1:   5%|▌         | 41/752 [12:07<3:30:19, 17.75s/it, loss=0.196]
Epoch 1:   6%|▌         | 42/752 [12:22<3:29:15, 17.68s/it, loss=0.196]
Epoch 1:   6%|▌         | 42/752 [12:22<3:29:15, 17.68s/it, loss=0.196]
Epoch 1:   6%|▌         | 43/752 [12:38<3:28:20, 17.63s/it, loss=0.196]
Epoch 1:   6%|▌         | 43/752 [12:38<3:28:20, 17.63s/it, loss=0.195]
Epoch 1:   6%|▌         | 44/752 [12:54<3:27:34, 17.59s/it, loss=0.195]
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Epoch 1:   6%|▌         | 45/752 [13:09<3:26:46, 17.55s/it, loss=0.195]
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Epoch 1:   6%|▌         | 46/752 [13:25<3:26:00, 17.51s/it, loss=0.195]
Epoch 1:   6%|▌         | 46/752 [13:25<3:26:00, 17.51s/it, loss=0.194]
Epoch 1:   6%|▋         | 47/752 [13:40<3:25:12, 17.46s/it, loss=0.194]
Epoch 1:   6%|▋         | 47/752 [13:40<3:25:12, 17.46s/it, loss=0.194]
Epoch 1:   6%|▋         | 48/752 [13:56<3:24:22, 17.42s/it, loss=0.194]
Epoch 1:   6%|▋         | 48/752 [13:56<3:24:22, 17.42s/it, loss=0.193]
Epoch 1:   7%|▋         | 49/752 [14:11<3:23:36, 17.38s/it, loss=0.193]
Epoch 1:   7%|▋         | 49/752 [14:11<3:23:36, 17.38s/it, loss=0.193]
Epoch 1:   7%|▋         | 50/752 [14:26<3:22:50, 17.34s/it, loss=0.193]
Epoch 1:   7%|▋         | 50/752 [14:26<3:22:50, 17.34s/it, loss=0.193]
Epoch 1:   7%|▋         | 51/752 [14:42<3:22:07, 17.30s/it, loss=0.193]
Epoch 1:   7%|▋         | 51/752 [14:42<3:22:07, 17.30s/it, loss=0.192]
Epoch 1:   7%|▋         | 52/752 [14:57<3:21:23, 17.26s/it, loss=0.192]
Epoch 1:   7%|▋         | 52/752 [14:57<3:21:23, 17.26s/it, loss=0.192]
Epoch 1:   7%|▋         | 53/752 [15:13<3:20:43, 17.23s/it, loss=0.192]
Epoch 1:   7%|▋         | 53/752 [15:13<3:20:43, 17.23s/it, loss=0.192]
Epoch 1:   7%|▋         | 54/752 [15:28<3:20:03, 17.20s/it, loss=0.192]
Epoch 1:   7%|▋         | 54/752 [15:28<3:20:03, 17.20s/it, loss=0.191]
Epoch 1:   7%|▋         | 55/752 [15:44<3:19:27, 17.17s/it, loss=0.191]
Epoch 1:   7%|▋         | 55/752 [15:44<3:19:27, 17.17s/it, loss=0.191]
Epoch 1:   7%|▋         | 56/752 [15:59<3:18:46, 17.14s/it, loss=0.191]
Epoch 1:   7%|▋         | 56/752 [15:59<3:18:46, 17.14s/it, loss=0.191]
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Epoch 1:   8%|▊         | 57/752 [16:15<3:18:11, 17.11s/it, loss=0.19] 
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Epoch 1:   8%|▊         | 59/752 [16:45<3:16:55, 17.05s/it, loss=0.19]
Epoch 1:   8%|▊         | 59/752 [16:45<3:16:55, 17.05s/it, loss=0.19]
Epoch 1:   8%|▊         | 60/752 [17:01<3:16:17, 17.02s/it, loss=0.19]
Epoch 1:   8%|▊         | 60/752 [17:01<3:16:17, 17.02s/it, loss=0.19]
Epoch 1:   8%|▊         | 61/752 [17:16<3:15:41, 16.99s/it, loss=0.19]
Epoch 1:   8%|▊         | 61/752 [17:16<3:15:41, 16.99s/it, loss=0.189]
Epoch 1:   8%|▊         | 62/752 [17:31<3:15:06, 16.97s/it, loss=0.189]
Epoch 1:   8%|▊         | 62/752 [17:31<3:15:06, 16.97s/it, loss=0.189]
Epoch 1:   8%|▊         | 63/752 [17:47<3:14:31, 16.94s/it, loss=0.189]
Epoch 1:   8%|▊         | 63/752 [17:47<3:14:31, 16.94s/it, loss=0.189]
Epoch 1:   9%|▊         | 64/752 [18:02<3:13:56, 16.91s/it, loss=0.189]
Epoch 1:   9%|▊         | 64/752 [18:02<3:13:56, 16.91s/it, loss=0.189]
Epoch 1:   9%|▊         | 65/752 [18:17<3:13:22, 16.89s/it, loss=0.189]
Epoch 1:   9%|▊         | 65/752 [18:17<3:13:22, 16.89s/it, loss=0.188]
Epoch 1:   9%|▉         | 66/752 [18:33<3:12:49, 16.87s/it, loss=0.188]
Epoch 1:   9%|▉         | 66/752 [18:33<3:12:49, 16.87s/it, loss=0.188]
Epoch 1:   9%|▉         | 67/752 [18:48<3:12:17, 16.84s/it, loss=0.188]
Epoch 1:   9%|▉         | 67/752 [18:48<3:12:17, 16.84s/it, loss=0.188]
Epoch 1:   9%|▉         | 68/752 [19:03<3:11:44, 16.82s/it, loss=0.188]
Epoch 1:   9%|▉         | 68/752 [19:03<3:11:44, 16.82s/it, loss=0.188]
Epoch 1:   9%|▉         | 69/752 [19:19<3:11:13, 16.80s/it, loss=0.188]
Epoch 1:   9%|▉         | 69/752 [19:19<3:11:13, 16.80s/it, loss=0.187]
Epoch 1:   9%|▉         | 70/752 [19:34<3:10:43, 16.78s/it, loss=0.187]
Epoch 1:   9%|▉         | 70/752 [19:34<3:10:43, 16.78s/it, loss=0.187]
Epoch 1:   9%|▉         | 71/752 [19:50<3:10:15, 16.76s/it, loss=0.187]
Epoch 1:   9%|▉         | 71/752 [19:50<3:10:15, 16.76s/it, loss=0.187]
Epoch 1:  10%|▉         | 72/752 [20:05<3:09:46, 16.74s/it, loss=0.187]
Epoch 1:  10%|▉         | 72/752 [20:05<3:09:46, 16.74s/it, loss=0.187]
Epoch 1:  10%|▉         | 73/752 [20:21<3:09:18, 16.73s/it, loss=0.187]
Epoch 1:  10%|▉         | 73/752 [20:21<3:09:18, 16.73s/it, loss=0.186]
Epoch 1:  10%|▉         | 74/752 [20:36<3:08:49, 16.71s/it, loss=0.186]
Epoch 1:  10%|▉         | 74/752 [20:36<3:08:49, 16.71s/it, loss=0.186]
Epoch 1:  10%|▉         | 75/752 [20:51<3:08:19, 16.69s/it, loss=0.186]
Epoch 1:  10%|▉         | 75/752 [20:51<3:08:19, 16.69s/it, loss=0.186]
Epoch 1:  10%|█         | 76/752 [21:07<3:07:51, 16.67s/it, loss=0.186]
Epoch 1:  10%|█         | 76/752 [21:07<3:07:51, 16.67s/it, loss=0.186]
Epoch 1:  10%|█         | 77/752 [21:22<3:07:22, 16.66s/it, loss=0.186]
Epoch 1:  10%|█         | 77/752 [21:22<3:07:22, 16.66s/it, loss=0.186]
Epoch 1:  10%|█         | 78/752 [21:37<3:06:54, 16.64s/it, loss=0.186]
Epoch 1:  10%|█         | 78/752 [21:37<3:06:54, 16.64s/it, loss=0.185]
Epoch 1:  11%|█         | 79/752 [21:53<3:06:26, 16.62s/it, loss=0.185]
Epoch 1:  11%|█         | 79/752 [21:53<3:06:26, 16.62s/it, loss=0.185]
Epoch 1:  11%|█         | 80/752 [22:08<3:05:58, 16.61s/it, loss=0.185]
Epoch 1:  11%|█         | 80/752 [22:08<3:05:58, 16.61s/it, loss=0.185]
Epoch 1:  11%|█         | 81/752 [22:23<3:05:31, 16.59s/it, loss=0.185]
Epoch 1:  11%|█         | 81/752 [22:23<3:05:31, 16.59s/it, loss=0.185]
Epoch 1:  11%|█         | 82/752 [22:39<3:05:04, 16.57s/it, loss=0.185]
Epoch 1:  11%|█         | 82/752 [22:39<3:05:04, 16.57s/it, loss=0.185]
Epoch 1:  11%|█         | 83/752 [22:54<3:04:37, 16.56s/it, loss=0.185]
Epoch 1:  11%|█         | 83/752 [22:54<3:04:37, 16.56s/it, loss=0.184]
Epoch 1:  11%|█         | 84/752 [23:09<3:04:11, 16.54s/it, loss=0.184]
Epoch 1:  11%|█         | 84/752 [23:09<3:04:11, 16.54s/it, loss=0.184]
Epoch 1:  11%|█▏        | 85/752 [23:24<3:03:45, 16.53s/it, loss=0.184]
Epoch 1:  11%|█▏        | 85/752 [23:24<3:03:45, 16.53s/it, loss=0.184]
Epoch 1:  11%|█▏        | 86/752 [23:40<3:03:19, 16.52s/it, loss=0.184]
Epoch 1:  11%|█▏        | 86/752 [23:40<3:03:19, 16.52s/it, loss=0.184]
Epoch 1:  12%|█▏        | 87/752 [23:55<3:02:53, 16.50s/it, loss=0.184]
Epoch 1:  12%|█▏        | 87/752 [23:55<3:02:53, 16.50s/it, loss=0.184]
Epoch 1:  12%|█▏        | 88/752 [24:10<3:02:28, 16.49s/it, loss=0.184]
Epoch 1:  12%|█▏        | 88/752 [24:10<3:02:28, 16.49s/it, loss=0.184]
Epoch 1:  12%|█▏        | 89/752 [24:26<3:02:03, 16.48s/it, loss=0.184]
Epoch 1:  12%|█▏        | 89/752 [24:26<3:02:03, 16.48s/it, loss=0.184]
Epoch 1:  12%|█▏        | 90/752 [24:41<3:01:38, 16.46s/it, loss=0.184]
Epoch 1:  12%|█▏        | 90/752 [24:41<3:01:38, 16.46s/it, loss=0.184]
Epoch 1:  12%|█▏        | 91/752 [24:56<3:01:13, 16.45s/it, loss=0.184]
Epoch 1:  12%|█▏        | 91/752 [24:56<3:01:13, 16.45s/it, loss=0.183]
Epoch 1:  12%|█▏        | 92/752 [25:12<3:00:48, 16.44s/it, loss=0.183]
Epoch 1:  12%|█▏        | 92/752 [25:12<3:00:48, 16.44s/it, loss=0.183]
Epoch 1:  12%|█▏        | 93/752 [25:27<3:00:24, 16.43s/it, loss=0.183]
Epoch 1:  12%|█▏        | 93/752 [25:27<3:00:24, 16.43s/it, loss=0.183]
Epoch 1:  12%|█▎        | 94/752 [25:43<3:00:01, 16.42s/it, loss=0.183]
Epoch 1:  12%|█▎        | 94/752 [25:43<3:00:01, 16.42s/it, loss=0.183]
Epoch 1:  13%|█▎        | 95/752 [25:58<2:59:37, 16.40s/it, loss=0.183]
Epoch 1:  13%|█▎        | 95/752 [25:58<2:59:37, 16.40s/it, loss=0.183]
Epoch 1:  13%|█▎        | 96/752 [26:13<2:59:13, 16.39s/it, loss=0.183]
Epoch 1:  13%|█▎        | 96/752 [26:13<2:59:13, 16.39s/it, loss=0.183]
Epoch 1:  13%|█▎        | 97/752 [26:29<2:58:51, 16.38s/it, loss=0.183]
Epoch 1:  13%|█▎        | 97/752 [26:29<2:58:51, 16.38s/it, loss=0.183]
Epoch 1:  13%|█▎        | 98/752 [26:44<2:58:27, 16.37s/it, loss=0.183]
Epoch 1:  13%|█▎        | 98/752 [26:44<2:58:27, 16.37s/it, loss=0.183]
Epoch 1:  13%|█▎        | 99/752 [26:59<2:58:04, 16.36s/it, loss=0.183]
Epoch 1:  13%|█▎        | 99/752 [26:59<2:58:04, 16.36s/it, loss=0.183]
Epoch 1:  13%|█▎        | 100/752 [27:15<2:57:40, 16.35s/it, loss=0.183]
Epoch 1:  13%|█▎        | 100/752 [27:15<2:57:40, 16.35s/it, loss=0.182]
Epoch 1:  13%|█▎        | 101/752 [27:30<2:57:17, 16.34s/it, loss=0.182]
Epoch 1:  13%|█▎        | 101/752 [27:30<2:57:17, 16.34s/it, loss=0.182]
Epoch 1:  14%|█▎        | 102/752 [27:45<2:56:55, 16.33s/it, loss=0.182]
Epoch 1:  14%|█▎        | 102/752 [27:45<2:56:55, 16.33s/it, loss=0.182]
Epoch 1:  14%|█▎        | 103/752 [28:01<2:56:34, 16.32s/it, loss=0.182]
Epoch 1:  14%|█▎        | 103/752 [28:01<2:56:34, 16.32s/it, loss=0.182]
Epoch 1:  14%|█▍        | 104/752 [28:16<2:56:12, 16.32s/it, loss=0.182]
Epoch 1:  14%|█▍        | 104/752 [28:16<2:56:12, 16.32s/it, loss=0.182]
Epoch 1:  14%|█▍        | 105/752 [28:32<2:55:52, 16.31s/it, loss=0.182]
Epoch 1:  14%|█▍        | 105/752 [28:32<2:55:52, 16.31s/it, loss=0.182]
Epoch 1:  14%|█▍        | 106/752 [28:47<2:55:29, 16.30s/it, loss=0.182]
Epoch 1:  14%|█▍        | 106/752 [28:47<2:55:29, 16.30s/it, loss=0.182]
Epoch 1:  14%|█▍        | 107/752 [29:03<2:55:10, 16.30s/it, loss=0.182]
Epoch 1:  14%|█▍        | 107/752 [29:03<2:55:10, 16.30s/it, loss=0.182]
Epoch 1:  14%|█▍        | 108/752 [29:18<2:54:48, 16.29s/it, loss=0.182]
Epoch 1:  14%|█▍        | 108/752 [29:18<2:54:48, 16.29s/it, loss=0.182]
Epoch 1:  14%|█▍        | 109/752 [29:34<2:54:27, 16.28s/it, loss=0.182]
Epoch 1:  14%|█▍        | 109/752 [29:34<2:54:27, 16.28s/it, loss=0.182]
Epoch 1:  15%|█▍        | 110/752 [29:49<2:54:06, 16.27s/it, loss=0.182]
Epoch 1:  15%|█▍        | 110/752 [29:49<2:54:06, 16.27s/it, loss=0.181]
Epoch 1:  15%|█▍        | 111/752 [30:05<2:53:45, 16.26s/it, loss=0.181]
Epoch 1:  15%|█▍        | 111/752 [30:05<2:53:45, 16.26s/it, loss=0.181]
Epoch 1:  15%|█▍        | 112/752 [30:20<2:53:24, 16.26s/it, loss=0.181]
Epoch 1:  15%|█▍        | 112/752 [30:20<2:53:24, 16.26s/it, loss=0.181]
Epoch 1:  15%|█▌        | 113/752 [30:36<2:53:04, 16.25s/it, loss=0.181]
Epoch 1:  15%|█▌        | 113/752 [30:36<2:53:04, 16.25s/it, loss=0.181]
Epoch 1:  15%|█▌        | 114/752 [30:51<2:52:43, 16.24s/it, loss=0.181]
Epoch 1:  15%|█▌        | 114/752 [30:51<2:52:43, 16.24s/it, loss=0.181]
Epoch 1:  15%|█▌        | 115/752 [31:07<2:52:22, 16.24s/it, loss=0.181]
Epoch 1:  15%|█▌        | 115/752 [31:07<2:52:22, 16.24s/it, loss=0.181]
Epoch 1:  15%|█▌        | 116/752 [31:22<2:52:01, 16.23s/it, loss=0.181]
Epoch 1:  15%|█▌        | 116/752 [31:22<2:52:01, 16.23s/it, loss=0.181]
Epoch 1:  16%|█▌        | 117/752 [31:38<2:51:42, 16.22s/it, loss=0.181]
Epoch 1:  16%|█▌        | 117/752 [31:38<2:51:42, 16.22s/it, loss=0.181]
Epoch 1:  16%|█▌        | 118/752 [31:53<2:51:21, 16.22s/it, loss=0.181]
Epoch 1:  16%|█▌        | 118/752 [31:53<2:51:21, 16.22s/it, loss=0.181]
Epoch 1:  16%|█▌        | 119/752 [32:08<2:50:59, 16.21s/it, loss=0.181]
Epoch 1:  16%|█▌        | 119/752 [32:08<2:50:59, 16.21s/it, loss=0.181]
Epoch 1:  16%|█▌        | 120/752 [32:24<2:50:40, 16.20s/it, loss=0.181]
Epoch 1:  16%|█▌        | 120/752 [32:24<2:50:40, 16.20s/it, loss=0.18] 
Epoch 1:  16%|█▌        | 121/752 [32:42<2:50:35, 16.22s/it, loss=0.18]
Epoch 1:  16%|█▌        | 121/752 [32:42<2:50:35, 16.22s/it, loss=0.18]
Epoch 1:  16%|█▌        | 122/752 [32:58<2:50:18, 16.22s/it, loss=0.18]
Epoch 1:  16%|█▌        | 122/752 [32:58<2:50:18, 16.22s/it, loss=0.18]
Epoch 1:  16%|█▋        | 123/752 [33:14<2:49:58, 16.21s/it, loss=0.18]
Epoch 1:  16%|█▋        | 123/752 [33:14<2:49:58, 16.21s/it, loss=0.18]
Epoch 1:  16%|█▋        | 124/752 [33:30<2:49:41, 16.21s/it, loss=0.18]
Epoch 1:  16%|█▋        | 124/752 [33:30<2:49:41, 16.21s/it, loss=0.18]
Epoch 1:  17%|█▋        | 125/752 [33:46<2:49:22, 16.21s/it, loss=0.18]
Epoch 1:  17%|█▋        | 125/752 [33:46<2:49:22, 16.21s/it, loss=0.18]
Epoch 1:  17%|█▋        | 126/752 [34:01<2:49:02, 16.20s/it, loss=0.18]
Epoch 1:  17%|█▋        | 126/752 [34:01<2:49:02, 16.20s/it, loss=0.18]
Epoch 1:  17%|█▋        | 127/752 [34:16<2:48:41, 16.19s/it, loss=0.18]
Epoch 1:  17%|█▋        | 127/752 [34:16<2:48:41, 16.19s/it, loss=0.18]
Epoch 1:  17%|█▋        | 128/752 [34:32<2:48:21, 16.19s/it, loss=0.18]
Epoch 1:  17%|█▋        | 128/752 [34:32<2:48:21, 16.19s/it, loss=0.18]
Epoch 1:  17%|█▋        | 129/752 [34:47<2:48:00, 16.18s/it, loss=0.18]
Epoch 1:  17%|█▋        | 129/752 [34:47<2:48:00, 16.18s/it, loss=0.18]
Epoch 1:  17%|█▋        | 130/752 [35:02<2:47:40, 16.17s/it, loss=0.18]
Epoch 1:  17%|█▋        | 130/752 [35:02<2:47:40, 16.17s/it, loss=0.18]
Epoch 1:  17%|█▋        | 131/752 [35:18<2:47:22, 16.17s/it, loss=0.18]
Epoch 1:  17%|█▋        | 131/752 [35:18<2:47:22, 16.17s/it, loss=0.179]
Epoch 1:  18%|█▊        | 132/752 [35:34<2:47:03, 16.17s/it, loss=0.179]
Epoch 1:  18%|█▊        | 132/752 [35:34<2:47:03, 16.17s/it, loss=0.179]
Epoch 1:  18%|█▊        | 133/752 [35:49<2:46:46, 16.17s/it, loss=0.179]
Epoch 1:  18%|█▊        | 133/752 [35:49<2:46:46, 16.17s/it, loss=0.179]
Epoch 1:  18%|█▊        | 134/752 [36:05<2:46:28, 16.16s/it, loss=0.179]
Epoch 1:  18%|█▊        | 134/752 [36:05<2:46:28, 16.16s/it, loss=0.179]
Epoch 1:  18%|█▊        | 135/752 [36:21<2:46:11, 16.16s/it, loss=0.179]
Epoch 1:  18%|█▊        | 135/752 [36:21<2:46:11, 16.16s/it, loss=0.179]
Epoch 1:  18%|█▊        | 136/752 [36:37<2:45:55, 16.16s/it, loss=0.179]
Epoch 1:  18%|█▊        | 136/752 [36:37<2:45:55, 16.16s/it, loss=0.179]
Epoch 1:  18%|█▊        | 137/752 [36:53<2:45:36, 16.16s/it, loss=0.179]
Epoch 1:  18%|█▊        | 137/752 [36:53<2:45:36, 16.16s/it, loss=0.179]
Epoch 1:  18%|█▊        | 138/752 [37:09<2:45:21, 16.16s/it, loss=0.179]
Epoch 1:  18%|█▊        | 138/752 [37:09<2:45:21, 16.16s/it, loss=0.179]
Epoch 1:  18%|█▊        | 139/752 [37:25<2:45:03, 16.16s/it, loss=0.179]
Epoch 1:  18%|█▊        | 139/752 [37:25<2:45:03, 16.16s/it, loss=0.179]
Epoch 1:  19%|█▊        | 140/752 [37:41<2:44:45, 16.15s/it, loss=0.179]
Epoch 1:  19%|█▊        | 140/752 [37:41<2:44:45, 16.15s/it, loss=0.179]
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Epoch 1:  85%|████████▌ | 640/752 [2:46:58<29:13, 15.65s/it, loss=0.17]
Epoch 1:  85%|████████▌ | 641/752 [2:47:14<28:57, 15.65s/it, loss=0.17]
Epoch 1:  85%|████████▌ | 641/752 [2:47:14<28:57, 15.65s/it, loss=0.17]
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Epoch 1:  86%|████████▌ | 644/752 [2:48:00<28:10, 15.65s/it, loss=0.17]
Epoch 1:  86%|████████▌ | 645/752 [2:48:16<27:54, 15.65s/it, loss=0.17]
Epoch 1:  86%|████████▌ | 645/752 [2:48:16<27:54, 15.65s/it, loss=0.17]
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Epoch 1:  86%|████████▌ | 648/752 [2:49:02<27:07, 15.65s/it, loss=0.17]
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Epoch 1:  87%|████████▋ | 651/752 [2:49:49<26:20, 15.65s/it, loss=0.17]
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Epoch 1:  87%|████████▋ | 652/752 [2:50:04<26:05, 15.65s/it, loss=0.17]
Epoch 1:  87%|████████▋ | 653/752 [2:50:20<25:49, 15.65s/it, loss=0.17]
Epoch 1:  87%|████████▋ | 653/752 [2:50:20<25:49, 15.65s/it, loss=0.17]
Epoch 1:  87%|████████▋ | 654/752 [2:50:36<25:33, 15.65s/it, loss=0.17]
Epoch 1:  87%|████████▋ | 654/752 [2:50:36<25:33, 15.65s/it, loss=0.17]
Epoch 1:  87%|████████▋ | 655/752 [2:50:51<25:18, 15.65s/it, loss=0.17]
Epoch 1:  87%|████████▋ | 655/752 [2:50:51<25:18, 15.65s/it, loss=0.17]
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Epoch 1:  87%|████████▋ | 656/752 [2:51:07<25:02, 15.65s/it, loss=0.17]
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Epoch 1:  87%|████████▋ | 657/752 [2:51:22<24:46, 15.65s/it, loss=0.17]
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Epoch 1:  88%|████████▊ | 658/752 [2:51:37<24:31, 15.65s/it, loss=0.17]
Epoch 1:  88%|████████▊ | 659/752 [2:51:53<24:15, 15.65s/it, loss=0.17]
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Epoch 1:  88%|████████▊ | 661/752 [2:52:24<23:44, 15.65s/it, loss=0.17]
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Epoch 1:  88%|████████▊ | 665/752 [2:53:26<22:41, 15.65s/it, loss=0.17]
Epoch 1:  88%|████████▊ | 665/752 [2:53:26<22:41, 15.65s/it, loss=0.17]
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Epoch 1:  89%|████████▊ | 666/752 [2:53:42<22:25, 15.65s/it, loss=0.169]
Epoch 1:  89%|████████▊ | 667/752 [2:53:57<22:10, 15.65s/it, loss=0.169]
Epoch 1:  89%|████████▊ | 667/752 [2:53:57<22:10, 15.65s/it, loss=0.169]
Epoch 1:  89%|████████▉ | 668/752 [2:54:13<21:54, 15.65s/it, loss=0.169]
Epoch 1:  89%|████████▉ | 668/752 [2:54:13<21:54, 15.65s/it, loss=0.169]
Epoch 1:  89%|████████▉ | 669/752 [2:54:28<21:38, 15.65s/it, loss=0.169]
Epoch 1:  89%|████████▉ | 669/752 [2:54:28<21:38, 15.65s/it, loss=0.169]
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Epoch 1:  89%|████████▉ | 670/752 [2:54:44<21:23, 15.65s/it, loss=0.169]
Epoch 1:  89%|████████▉ | 671/752 [2:54:59<21:07, 15.65s/it, loss=0.169]
Epoch 1:  89%|████████▉ | 671/752 [2:54:59<21:07, 15.65s/it, loss=0.169]
Epoch 1:  89%|████████▉ | 672/752 [2:55:15<20:51, 15.65s/it, loss=0.169]
Epoch 1:  89%|████████▉ | 672/752 [2:55:15<20:51, 15.65s/it, loss=0.169]
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Epoch 1:  89%|████████▉ | 673/752 [2:55:30<20:36, 15.65s/it, loss=0.169]
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Epoch 1:  90%|████████▉ | 675/752 [2:56:01<20:04, 15.65s/it, loss=0.169]
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Epoch 1:  90%|████████▉ | 676/752 [2:56:17<19:49, 15.65s/it, loss=0.169]
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Epoch 1:  90%|█████████ | 677/752 [2:56:33<19:33, 15.65s/it, loss=0.169]
Epoch 1:  90%|█████████ | 678/752 [2:56:48<19:17, 15.65s/it, loss=0.169]
Epoch 1:  90%|█████████ | 678/752 [2:56:48<19:17, 15.65s/it, loss=0.169]
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Epoch 1:  90%|█████████ | 679/752 [2:57:04<19:02, 15.65s/it, loss=0.169]
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Epoch 1:  91%|█████████ | 681/752 [2:57:35<18:30, 15.65s/it, loss=0.169]
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Epoch 1:  91%|█████████ | 683/752 [2:58:05<17:59, 15.65s/it, loss=0.169]
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Epoch 1:  91%|█████████ | 684/752 [2:58:21<17:43, 15.65s/it, loss=0.169]
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Epoch 1:  94%|█████████▍| 706/752 [3:04:02<11:59, 15.64s/it, loss=0.169]
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Epoch 1:  94%|█████████▍| 707/752 [3:04:18<11:43, 15.64s/it, loss=0.169]
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Epoch 1:  94%|█████████▍| 708/752 [3:04:33<11:28, 15.64s/it, loss=0.169]
Epoch 1:  94%|█████████▍| 708/752 [3:04:33<11:28, 15.64s/it, loss=0.169]
Epoch 1:  94%|█████████▍| 709/752 [3:04:49<11:12, 15.64s/it, loss=0.169]
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Epoch 1:  94%|█████████▍| 710/752 [3:05:04<10:56, 15.64s/it, loss=0.169]
Epoch 1:  94%|█████████▍| 710/752 [3:05:04<10:56, 15.64s/it, loss=0.169]
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Epoch 1:  95%|█████████▍| 713/752 [3:05:50<10:09, 15.64s/it, loss=0.169]
Epoch 1:  95%|█████████▍| 713/752 [3:05:50<10:09, 15.64s/it, loss=0.169]
Epoch 1:  95%|█████████▍| 714/752 [3:06:06<09:54, 15.64s/it, loss=0.169]
Epoch 1:  95%|█████████▍| 714/752 [3:06:06<09:54, 15.64s/it, loss=0.169]
Epoch 1:  95%|█████████▌| 715/752 [3:06:21<09:38, 15.64s/it, loss=0.169]
Epoch 1:  95%|█████████▌| 715/752 [3:06:21<09:38, 15.64s/it, loss=0.169]
Epoch 1:  95%|█████████▌| 716/752 [3:06:37<09:22, 15.64s/it, loss=0.169]
Epoch 1:  95%|█████████▌| 716/752 [3:06:37<09:22, 15.64s/it, loss=0.169]
Epoch 1:  95%|█████████▌| 717/752 [3:06:52<09:07, 15.64s/it, loss=0.169]
Epoch 1:  95%|█████████▌| 717/752 [3:06:52<09:07, 15.64s/it, loss=0.169]
Epoch 1:  95%|█████████▌| 718/752 [3:07:08<08:51, 15.64s/it, loss=0.169]
Epoch 1:  95%|█████████▌| 718/752 [3:07:08<08:51, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▌| 719/752 [3:07:23<08:36, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▌| 719/752 [3:07:23<08:36, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▌| 720/752 [3:07:39<08:20, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▌| 720/752 [3:07:39<08:20, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▌| 721/752 [3:07:54<08:04, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▌| 721/752 [3:07:54<08:04, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▌| 722/752 [3:08:10<07:49, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▌| 722/752 [3:08:10<07:49, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▌| 723/752 [3:08:25<07:33, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▌| 723/752 [3:08:25<07:33, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▋| 724/752 [3:08:40<07:17, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▋| 724/752 [3:08:40<07:17, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▋| 725/752 [3:08:56<07:02, 15.64s/it, loss=0.169]
Epoch 1:  96%|█████████▋| 725/752 [3:08:56<07:02, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 726/752 [3:09:15<06:46, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 726/752 [3:09:15<06:46, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 727/752 [3:09:30<06:31, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 727/752 [3:09:30<06:31, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 728/752 [3:09:46<06:15, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 728/752 [3:09:46<06:15, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 729/752 [3:10:01<05:59, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 729/752 [3:10:01<05:59, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 730/752 [3:10:17<05:44, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 730/752 [3:10:17<05:44, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 731/752 [3:10:32<05:28, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 731/752 [3:10:32<05:28, 15.64s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 732/752 [3:10:52<05:12, 15.65s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 732/752 [3:10:52<05:12, 15.65s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 733/752 [3:11:12<04:57, 15.65s/it, loss=0.169]
Epoch 1:  97%|█████████▋| 733/752 [3:11:12<04:57, 15.65s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 734/752 [3:11:32<04:41, 15.66s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 734/752 [3:11:32<04:41, 15.66s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 735/752 [3:11:52<04:26, 15.66s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 735/752 [3:11:52<04:26, 15.66s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 736/752 [3:12:13<04:10, 15.67s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 736/752 [3:12:13<04:10, 15.67s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 737/752 [3:12:33<03:55, 15.68s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 737/752 [3:12:33<03:55, 15.68s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 738/752 [3:12:53<03:39, 15.68s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 738/752 [3:12:53<03:39, 15.68s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 739/752 [3:13:13<03:23, 15.69s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 739/752 [3:13:13<03:23, 15.69s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 740/752 [3:13:33<03:08, 15.69s/it, loss=0.169]
Epoch 1:  98%|█████████▊| 740/752 [3:13:33<03:08, 15.69s/it, loss=0.169]
Epoch 1:  99%|█████████▊| 741/752 [3:13:53<02:52, 15.70s/it, loss=0.169]
Epoch 1:  99%|█████████▊| 741/752 [3:13:53<02:52, 15.70s/it, loss=0.169]
Epoch 1:  99%|█████████▊| 742/752 [3:14:13<02:37, 15.71s/it, loss=0.169]
Epoch 1:  99%|█████████▊| 742/752 [3:14:13<02:37, 15.71s/it, loss=0.169]
Epoch 1:  99%|█████████▉| 743/752 [3:14:34<02:21, 15.71s/it, loss=0.169]
Epoch 1:  99%|█████████▉| 743/752 [3:14:34<02:21, 15.71s/it, loss=0.169]
Epoch 1:  99%|█████████▉| 744/752 [3:14:54<02:05, 15.72s/it, loss=0.169]
Epoch 1:  99%|█████████▉| 744/752 [3:14:54<02:05, 15.72s/it, loss=0.169]
Epoch 1:  99%|█████████▉| 745/752 [3:15:14<01:50, 15.72s/it, loss=0.169]
Epoch 1:  99%|█████████▉| 745/752 [3:15:14<01:50, 15.72s/it, loss=0.169]
Epoch 1:  99%|█████████▉| 746/752 [3:15:34<01:34, 15.73s/it, loss=0.169]
Epoch 1:  99%|█████████▉| 746/752 [3:15:34<01:34, 15.73s/it, loss=0.169]
Epoch 1:  99%|█████████▉| 747/752 [3:15:54<01:18, 15.74s/it, loss=0.169]
Epoch 1:  99%|█████████▉| 747/752 [3:15:54<01:18, 15.74s/it, loss=0.169]
Epoch 1:  99%|█████████▉| 748/752 [3:16:14<01:02, 15.74s/it, loss=0.169]
Epoch 1:  99%|█████████▉| 748/752 [3:16:14<01:02, 15.74s/it, loss=0.169]
Epoch 1: 100%|█████████▉| 749/752 [3:16:34<00:47, 15.75s/it, loss=0.169]
Epoch 1: 100%|█████████▉| 749/752 [3:16:34<00:47, 15.75s/it, loss=0.169]
Epoch 1: 100%|█████████▉| 750/752 [3:16:50<00:31, 15.75s/it, loss=0.169]
Epoch 1: 100%|█████████▉| 750/752 [3:16:50<00:31, 15.75s/it, loss=0.169]
Epoch 1: 100%|█████████▉| 751/752 [3:17:05<00:15, 15.75s/it, loss=0.169]
Epoch 1: 100%|█████████▉| 751/752 [3:17:05<00:15, 15.75s/it, loss=0.169]
Epoch 1: 100%|██████████| 752/752 [3:17:24<00:00, 15.75s/it, loss=0.169]
Epoch 1: 100%|██████████| 752/752 [3:17:24<00:00, 15.75s/it, loss=0.169]
Epoch 1: 100%|██████████| 752/752 [3:17:24<00:00, 15.75s/it, loss=0.169]
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Epoch 2:   0%|          | 1/752 [01:50<23:05:36, 110.70s/it, loss=0.169]
Epoch 2:   0%|          | 2/752 [02:05<13:04:42, 62.78s/it, loss=0.169] 
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Epoch 2:   0%|          | 3/752 [02:20<9:44:51, 46.85s/it, loss=0.168] 
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Epoch 2:   1%|          | 4/752 [02:35<8:04:38, 38.88s/it, loss=0.168]
Epoch 2:   1%|          | 4/752 [02:35<8:04:38, 38.88s/it, loss=0.168]
Epoch 2:   1%|          | 5/752 [02:50<7:04:08, 34.07s/it, loss=0.168]
Epoch 2:   1%|          | 5/752 [02:50<7:04:08, 34.07s/it, loss=0.168]
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Epoch 2:   1%|          | 6/752 [03:05<6:23:47, 30.87s/it, loss=0.167]
Epoch 2:   1%|          | 7/752 [03:20<5:56:00, 28.67s/it, loss=0.167]
Epoch 2:   1%|          | 7/752 [03:20<5:56:00, 28.67s/it, loss=0.167]
Epoch 2:   1%|          | 8/752 [03:35<5:34:16, 26.96s/it, loss=0.167]
Epoch 2:   1%|          | 8/752 [03:35<5:34:16, 26.96s/it, loss=0.167]
Epoch 2:   1%|          | 9/752 [03:50<5:17:19, 25.63s/it, loss=0.167]
Epoch 2:   1%|          | 9/752 [03:50<5:17:19, 25.63s/it, loss=0.166]
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Epoch 2:   1%|▏         | 10/752 [04:05<5:03:33, 24.55s/it, loss=0.166]
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Epoch 2:   1%|▏         | 11/752 [04:20<4:52:35, 23.69s/it, loss=0.166]
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Epoch 2:   2%|▏         | 15/752 [05:21<4:23:21, 21.44s/it, loss=0.165]
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Epoch 2:   2%|▏         | 17/752 [05:53<4:14:34, 20.78s/it, loss=0.164]
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Epoch 2:   2%|▏         | 18/752 [06:08<4:10:25, 20.47s/it, loss=0.164]
Epoch 2:   2%|▏         | 18/752 [06:08<4:10:25, 20.47s/it, loss=0.164]
Epoch 2:   3%|▎         | 19/752 [06:24<4:07:11, 20.23s/it, loss=0.164]
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Epoch 2:   3%|▎         | 20/752 [06:39<4:03:40, 19.97s/it, loss=0.163]
Epoch 2:   3%|▎         | 20/752 [06:39<4:03:40, 19.97s/it, loss=0.163]
Epoch 2:   3%|▎         | 21/752 [06:55<4:01:10, 19.80s/it, loss=0.163]
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Epoch 2:   3%|▎         | 22/752 [07:12<3:58:57, 19.64s/it, loss=0.163]
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Epoch 2:   3%|▎         | 23/752 [07:27<3:56:30, 19.47s/it, loss=0.163]
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Epoch 2:   3%|▎         | 24/752 [07:43<3:54:13, 19.30s/it, loss=0.163]
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Epoch 2:   4%|▍         | 29/752 [09:01<3:44:56, 18.67s/it, loss=0.163]
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Epoch 2:   4%|▍         | 32/752 [09:47<3:40:27, 18.37s/it, loss=0.163]
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Epoch 2:   5%|▍         | 35/752 [10:35<3:36:49, 18.14s/it, loss=0.163]
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Epoch 2:   5%|▌         | 38/752 [11:22<3:33:39, 17.95s/it, loss=0.163]
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Epoch 2:   5%|▌         | 39/752 [11:37<3:32:33, 17.89s/it, loss=0.163]
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Epoch 2:   5%|▌         | 40/752 [11:53<3:31:38, 17.84s/it, loss=0.163]
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Epoch 2:   5%|▌         | 41/752 [12:10<3:31:08, 17.82s/it, loss=0.163]
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Epoch 2:   6%|▌         | 42/752 [12:26<3:30:11, 17.76s/it, loss=0.163]
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Epoch 2:   6%|▌         | 43/752 [12:41<3:29:18, 17.71s/it, loss=0.163]
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Epoch 2:   6%|▌         | 44/752 [12:57<3:28:29, 17.67s/it, loss=0.163]
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Epoch 2:   6%|▌         | 45/752 [13:12<3:27:37, 17.62s/it, loss=0.163]
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Epoch 2:   6%|▌         | 46/752 [13:28<3:26:51, 17.58s/it, loss=0.163]
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Epoch 2:   6%|▋         | 47/752 [13:44<3:26:08, 17.54s/it, loss=0.163]
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Epoch 2:   6%|▋         | 48/752 [14:00<3:25:26, 17.51s/it, loss=0.163]
Epoch 2:   6%|▋         | 48/752 [14:00<3:25:26, 17.51s/it, loss=0.163]
Epoch 2:   7%|▋         | 49/752 [14:16<3:24:41, 17.47s/it, loss=0.163]
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Epoch 2:   7%|▋         | 50/752 [14:31<3:24:00, 17.44s/it, loss=0.163]
Epoch 2:   7%|▋         | 50/752 [14:31<3:24:00, 17.44s/it, loss=0.163]
Epoch 2:   7%|▋         | 51/752 [14:47<3:23:22, 17.41s/it, loss=0.163]
Epoch 2:   7%|▋         | 51/752 [14:47<3:23:22, 17.41s/it, loss=0.163]
Epoch 2:   7%|▋         | 52/752 [15:04<3:22:49, 17.38s/it, loss=0.163]
Epoch 2:   7%|▋         | 52/752 [15:04<3:22:49, 17.38s/it, loss=0.163]
Epoch 2:   7%|▋         | 53/752 [15:19<3:22:07, 17.35s/it, loss=0.163]
Epoch 2:   7%|▋         | 53/752 [15:19<3:22:07, 17.35s/it, loss=0.163]
Epoch 2:   7%|▋         | 54/752 [15:35<3:21:27, 17.32s/it, loss=0.163]
Epoch 2:   7%|▋         | 54/752 [15:35<3:21:27, 17.32s/it, loss=0.163]
Epoch 2:   7%|▋         | 55/752 [15:50<3:20:47, 17.28s/it, loss=0.163]
Epoch 2:   7%|▋         | 55/752 [15:50<3:20:47, 17.28s/it, loss=0.163]
Epoch 2:   7%|▋         | 56/752 [16:06<3:20:06, 17.25s/it, loss=0.163]
Epoch 2:   7%|▋         | 56/752 [16:06<3:20:06, 17.25s/it, loss=0.163]
Epoch 2:   8%|▊         | 57/752 [16:21<3:19:27, 17.22s/it, loss=0.163]
Epoch 2:   8%|▊         | 57/752 [16:21<3:19:27, 17.22s/it, loss=0.163]
Epoch 2:   8%|▊         | 58/752 [16:36<3:18:47, 17.19s/it, loss=0.163]
Epoch 2:   8%|▊         | 58/752 [16:36<3:18:47, 17.19s/it, loss=0.163]
Epoch 2:   8%|▊         | 59/752 [16:52<3:18:07, 17.15s/it, loss=0.163]
Epoch 2:   8%|▊         | 59/752 [16:52<3:18:07, 17.15s/it, loss=0.163]
Epoch 2:   8%|▊         | 60/752 [17:07<3:17:28, 17.12s/it, loss=0.163]
Epoch 2:   8%|▊         | 60/752 [17:07<3:17:28, 17.12s/it, loss=0.163]
Epoch 2:   8%|▊         | 61/752 [17:23<3:16:56, 17.10s/it, loss=0.163]
Epoch 2:   8%|▊         | 61/752 [17:23<3:16:56, 17.10s/it, loss=0.163]
Epoch 2:   8%|▊         | 62/752 [17:38<3:16:20, 17.07s/it, loss=0.163]
Epoch 2:   8%|▊         | 62/752 [17:38<3:16:20, 17.07s/it, loss=0.163]
Epoch 2:   8%|▊         | 63/752 [17:54<3:15:46, 17.05s/it, loss=0.163]
Epoch 2:   8%|▊         | 63/752 [17:54<3:15:46, 17.05s/it, loss=0.163]
Epoch 2:   9%|▊         | 64/752 [18:09<3:15:09, 17.02s/it, loss=0.163]
Epoch 2:   9%|▊         | 64/752 [18:09<3:15:09, 17.02s/it, loss=0.163]
Epoch 2:   9%|▊         | 65/752 [18:24<3:14:36, 17.00s/it, loss=0.163]
Epoch 2:   9%|▊         | 65/752 [18:24<3:14:36, 17.00s/it, loss=0.163]
Epoch 2:   9%|▉         | 66/752 [18:39<3:14:00, 16.97s/it, loss=0.163]
Epoch 2:   9%|▉         | 66/752 [18:39<3:14:00, 16.97s/it, loss=0.162]
Epoch 2:   9%|▉         | 67/752 [18:55<3:13:27, 16.95s/it, loss=0.162]
Epoch 2:   9%|▉         | 67/752 [18:55<3:13:27, 16.95s/it, loss=0.162]
Epoch 2:   9%|▉         | 68/752 [19:10<3:12:53, 16.92s/it, loss=0.162]
Epoch 2:   9%|▉         | 68/752 [19:10<3:12:53, 16.92s/it, loss=0.162]
Epoch 2:   9%|▉         | 69/752 [19:26<3:12:22, 16.90s/it, loss=0.162]
Epoch 2:   9%|▉         | 69/752 [19:26<3:12:22, 16.90s/it, loss=0.162]
Epoch 2:   9%|▉         | 70/752 [19:41<3:11:54, 16.88s/it, loss=0.162]
Epoch 2:   9%|▉         | 70/752 [19:41<3:11:54, 16.88s/it, loss=0.162]
Epoch 2:   9%|▉         | 71/752 [19:57<3:11:25, 16.87s/it, loss=0.162]
Epoch 2:   9%|▉         | 71/752 [19:57<3:11:25, 16.87s/it, loss=0.162]
Epoch 2:  10%|▉         | 72/752 [20:12<3:10:54, 16.84s/it, loss=0.162]
Epoch 2:  10%|▉         | 72/752 [20:12<3:10:54, 16.84s/it, loss=0.162]
Epoch 2:  10%|▉         | 73/752 [20:28<3:10:25, 16.83s/it, loss=0.162]
Epoch 2:  10%|▉         | 73/752 [20:28<3:10:25, 16.83s/it, loss=0.162]
Epoch 2:  10%|▉         | 74/752 [20:43<3:09:54, 16.81s/it, loss=0.162]
Epoch 2:  10%|▉         | 74/752 [20:43<3:09:54, 16.81s/it, loss=0.162]
Epoch 2:  10%|▉         | 75/752 [20:59<3:09:25, 16.79s/it, loss=0.162]
Epoch 2:  10%|▉         | 75/752 [20:59<3:09:25, 16.79s/it, loss=0.162]
Epoch 2:  10%|█         | 76/752 [21:14<3:08:54, 16.77s/it, loss=0.162]
Epoch 2:  10%|█         | 76/752 [21:14<3:08:54, 16.77s/it, loss=0.162]
Epoch 2:  10%|█         | 77/752 [21:30<3:08:28, 16.75s/it, loss=0.162]
Epoch 2:  10%|█         | 77/752 [21:30<3:08:28, 16.75s/it, loss=0.162]
Epoch 2:  10%|█         | 78/752 [21:45<3:07:59, 16.74s/it, loss=0.162]
Epoch 2:  10%|█         | 78/752 [21:45<3:07:59, 16.74s/it, loss=0.162]
Epoch 2:  11%|█         | 79/752 [22:00<3:07:31, 16.72s/it, loss=0.162]
Epoch 2:  11%|█         | 79/752 [22:00<3:07:31, 16.72s/it, loss=0.162]
Epoch 2:  11%|█         | 80/752 [22:15<3:07:00, 16.70s/it, loss=0.162]
Epoch 2:  11%|█         | 80/752 [22:15<3:07:00, 16.70s/it, loss=0.162]
Epoch 2:  11%|█         | 81/752 [22:31<3:06:37, 16.69s/it, loss=0.162]
Epoch 2:  11%|█         | 81/752 [22:31<3:06:37, 16.69s/it, loss=0.162]
Epoch 2:  11%|█         | 82/752 [22:47<3:06:10, 16.67s/it, loss=0.162]
Epoch 2:  11%|█         | 82/752 [22:47<3:06:10, 16.67s/it, loss=0.162]
Epoch 2:  11%|█         | 83/752 [23:03<3:05:47, 16.66s/it, loss=0.162]
Epoch 2:  11%|█         | 83/752 [23:03<3:05:47, 16.66s/it, loss=0.162]
Epoch 2:  11%|█         | 84/752 [23:18<3:05:19, 16.65s/it, loss=0.162]
Epoch 2:  11%|█         | 84/752 [23:18<3:05:19, 16.65s/it, loss=0.162]
Epoch 2:  11%|█▏        | 85/752 [23:33<3:04:55, 16.64s/it, loss=0.162]
Epoch 2:  11%|█▏        | 85/752 [23:33<3:04:55, 16.64s/it, loss=0.162]
Epoch 2:  11%|█▏        | 86/752 [23:49<3:04:29, 16.62s/it, loss=0.162]
Epoch 2:  11%|█▏        | 86/752 [23:49<3:04:29, 16.62s/it, loss=0.162]
Epoch 2:  12%|█▏        | 87/752 [24:04<3:04:02, 16.61s/it, loss=0.162]
Epoch 2:  12%|█▏        | 87/752 [24:04<3:04:02, 16.61s/it, loss=0.162]
Epoch 2:  12%|█▏        | 88/752 [24:22<3:03:58, 16.62s/it, loss=0.162]
Epoch 2:  12%|█▏        | 88/752 [24:22<3:03:58, 16.62s/it, loss=0.162]
Epoch 2:  12%|█▏        | 89/752 [24:38<3:03:30, 16.61s/it, loss=0.162]
Epoch 2:  12%|█▏        | 89/752 [24:38<3:03:30, 16.61s/it, loss=0.162]
Epoch 2:  12%|█▏        | 90/752 [24:53<3:03:07, 16.60s/it, loss=0.162]
Epoch 2:  12%|█▏        | 90/752 [24:53<3:03:07, 16.60s/it, loss=0.162]
Epoch 2:  12%|█▏        | 91/752 [25:09<3:02:42, 16.58s/it, loss=0.162]
Epoch 2:  12%|█▏        | 91/752 [25:09<3:02:42, 16.58s/it, loss=0.162]
Epoch 2:  12%|█▏        | 92/752 [25:24<3:02:16, 16.57s/it, loss=0.162]
Epoch 2:  12%|█▏        | 92/752 [25:24<3:02:16, 16.57s/it, loss=0.162]
Epoch 2:  12%|█▏        | 93/752 [25:40<3:01:53, 16.56s/it, loss=0.162]
Epoch 2:  12%|█▏        | 93/752 [25:40<3:01:53, 16.56s/it, loss=0.162]
Epoch 2:  12%|█▎        | 94/752 [25:55<3:01:29, 16.55s/it, loss=0.162]
Epoch 2:  12%|█▎        | 94/752 [25:55<3:01:29, 16.55s/it, loss=0.162]
Epoch 2:  13%|█▎        | 95/752 [26:10<3:01:03, 16.54s/it, loss=0.162]
Epoch 2:  13%|█▎        | 95/752 [26:10<3:01:04, 16.54s/it, loss=0.162]
Epoch 2:  13%|█▎        | 96/752 [26:26<3:00:40, 16.53s/it, loss=0.162]
Epoch 2:  13%|█▎        | 96/752 [26:26<3:00:40, 16.53s/it, loss=0.162]
Epoch 2:  13%|█▎        | 97/752 [26:42<3:00:19, 16.52s/it, loss=0.162]
Epoch 2:  13%|█▎        | 97/752 [26:42<3:00:19, 16.52s/it, loss=0.162]
Epoch 2:  13%|█▎        | 98/752 [26:57<2:59:56, 16.51s/it, loss=0.162]
Epoch 2:  13%|█▎        | 98/752 [26:57<2:59:56, 16.51s/it, loss=0.162]
Epoch 2:  13%|█▎        | 99/752 [27:13<2:59:34, 16.50s/it, loss=0.162]
Epoch 2:  13%|█▎        | 99/752 [27:13<2:59:34, 16.50s/it, loss=0.162]
Epoch 2:  13%|█▎        | 100/752 [27:29<2:59:16, 16.50s/it, loss=0.162]
Epoch 2:  13%|█▎        | 100/752 [27:29<2:59:16, 16.50s/it, loss=0.162]
Epoch 2:  13%|█▎        | 101/752 [27:45<2:58:54, 16.49s/it, loss=0.162]
Epoch 2:  13%|█▎        | 101/752 [27:45<2:58:54, 16.49s/it, loss=0.162]
Epoch 2:  14%|█▎        | 102/752 [28:00<2:58:30, 16.48s/it, loss=0.162]
Epoch 2:  14%|█▎        | 102/752 [28:00<2:58:30, 16.48s/it, loss=0.162]
Epoch 2:  14%|█▎        | 103/752 [28:16<2:58:12, 16.47s/it, loss=0.162]
Epoch 2:  14%|█▎        | 103/752 [28:16<2:58:12, 16.47s/it, loss=0.162]
Epoch 2:  14%|█▍        | 104/752 [28:32<2:57:49, 16.47s/it, loss=0.162]
Epoch 2:  14%|█▍        | 104/752 [28:32<2:57:49, 16.47s/it, loss=0.162]
Epoch 2:  14%|█▍        | 105/752 [28:47<2:57:27, 16.46s/it, loss=0.162]
Epoch 2:  14%|█▍        | 105/752 [28:47<2:57:27, 16.46s/it, loss=0.162]
Epoch 2:  14%|█▍        | 106/752 [29:03<2:57:04, 16.45s/it, loss=0.162]
Epoch 2:  14%|█▍        | 106/752 [29:03<2:57:04, 16.45s/it, loss=0.162]
Epoch 2:  14%|█▍        | 107/752 [29:18<2:56:42, 16.44s/it, loss=0.162]
Epoch 2:  14%|█▍        | 107/752 [29:18<2:56:42, 16.44s/it, loss=0.162]
Epoch 2:  14%|█▍        | 108/752 [29:35<2:56:24, 16.44s/it, loss=0.162]
Epoch 2:  14%|█▍        | 108/752 [29:35<2:56:24, 16.44s/it, loss=0.162]
Epoch 2:  14%|█▍        | 109/752 [29:50<2:56:02, 16.43s/it, loss=0.162]
Epoch 2:  14%|█▍        | 109/752 [29:50<2:56:02, 16.43s/it, loss=0.162]
Epoch 2:  15%|█▍        | 110/752 [30:06<2:55:45, 16.43s/it, loss=0.162]
Epoch 2:  15%|█▍        | 110/752 [30:06<2:55:45, 16.43s/it, loss=0.162]
Epoch 2:  15%|█▍        | 111/752 [30:22<2:55:24, 16.42s/it, loss=0.162]
Epoch 2:  15%|█▍        | 111/752 [30:22<2:55:24, 16.42s/it, loss=0.162]
Epoch 2:  15%|█▍        | 112/752 [30:38<2:55:03, 16.41s/it, loss=0.162]
Epoch 2:  15%|█▍        | 112/752 [30:38<2:55:03, 16.41s/it, loss=0.162]
Epoch 2:  15%|█▌        | 113/752 [30:53<2:54:42, 16.40s/it, loss=0.162]
Epoch 2:  15%|█▌        | 113/752 [30:53<2:54:42, 16.40s/it, loss=0.162]
Epoch 2:  15%|█▌        | 114/752 [31:08<2:54:19, 16.39s/it, loss=0.162]
Epoch 2:  15%|█▌        | 114/752 [31:08<2:54:19, 16.39s/it, loss=0.162]
Epoch 2:  15%|█▌        | 115/752 [31:24<2:53:58, 16.39s/it, loss=0.162]
Epoch 2:  15%|█▌        | 115/752 [31:24<2:53:58, 16.39s/it, loss=0.162]
Epoch 2:  15%|█▌        | 116/752 [31:39<2:53:35, 16.38s/it, loss=0.162]
Epoch 2:  15%|█▌        | 116/752 [31:39<2:53:35, 16.38s/it, loss=0.162]
Epoch 2:  16%|█▌        | 117/752 [31:55<2:53:14, 16.37s/it, loss=0.162]
Epoch 2:  16%|█▌        | 117/752 [31:55<2:53:14, 16.37s/it, loss=0.162]
Epoch 2:  16%|█▌        | 118/752 [32:10<2:52:53, 16.36s/it, loss=0.162]
Epoch 2:  16%|█▌        | 118/752 [32:10<2:52:53, 16.36s/it, loss=0.162]
Epoch 2:  16%|█▌        | 119/752 [32:26<2:52:31, 16.35s/it, loss=0.162]
Epoch 2:  16%|█▌        | 119/752 [32:26<2:52:31, 16.35s/it, loss=0.162]
Epoch 2:  16%|█▌        | 120/752 [32:41<2:52:09, 16.34s/it, loss=0.162]
Epoch 2:  16%|█▌        | 120/752 [32:41<2:52:09, 16.34s/it, loss=0.162]
Epoch 2:  16%|█▌        | 121/752 [32:56<2:51:49, 16.34s/it, loss=0.162]
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Epoch 2:  90%|████████▉ | 675/752 [2:56:39<20:09, 15.70s/it, loss=0.156]
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Epoch 2:  90%|█████████ | 680/752 [2:57:56<18:50, 15.70s/it, loss=0.156]
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Epoch 2:  91%|█████████ | 681/752 [2:58:11<18:34, 15.70s/it, loss=0.156]
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Epoch 2:  91%|█████████ | 682/752 [2:58:27<18:18, 15.70s/it, loss=0.156]
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Epoch 2:  91%|█████████ | 683/752 [2:58:42<18:03, 15.70s/it, loss=0.156]
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Epoch 2:  91%|█████████ | 684/752 [2:58:58<17:47, 15.70s/it, loss=0.156]
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Epoch 2:  91%|█████████ | 685/752 [2:59:13<17:31, 15.70s/it, loss=0.156]
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Epoch 2:  91%|█████████ | 686/752 [2:59:29<17:16, 15.70s/it, loss=0.156]
Epoch 2:  91%|█████████ | 686/752 [2:59:29<17:16, 15.70s/it, loss=0.156]
Epoch 2:  91%|█████████▏| 687/752 [2:59:44<17:00, 15.70s/it, loss=0.156]
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Epoch 2:  92%|█████████▏| 689/752 [3:00:15<16:28, 15.70s/it, loss=0.156]
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Epoch 2:  92%|█████████▏| 690/752 [3:00:31<16:13, 15.70s/it, loss=0.156]
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Epoch 2:  92%|█████████▏| 691/752 [3:00:46<15:57, 15.70s/it, loss=0.156]
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Epoch 2:  92%|█████████▏| 692/752 [3:01:02<15:41, 15.70s/it, loss=0.156]
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Epoch 2:  92%|█████████▏| 693/752 [3:01:17<15:26, 15.70s/it, loss=0.156]
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Epoch 2:  92%|█████████▏| 694/752 [3:01:33<15:10, 15.70s/it, loss=0.156]
Epoch 2:  92%|█████████▏| 694/752 [3:01:33<15:10, 15.70s/it, loss=0.156]
Epoch 2:  92%|█████████▏| 695/752 [3:01:48<14:54, 15.70s/it, loss=0.156]
Epoch 2:  92%|█████████▏| 695/752 [3:01:48<14:54, 15.70s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 696/752 [3:02:03<14:38, 15.70s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 696/752 [3:02:03<14:38, 15.70s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 697/752 [3:02:19<14:23, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 697/752 [3:02:19<14:23, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 698/752 [3:02:34<14:07, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 698/752 [3:02:34<14:07, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 699/752 [3:02:50<13:51, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 699/752 [3:02:50<13:51, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 700/752 [3:03:05<13:36, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 700/752 [3:03:05<13:36, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 701/752 [3:03:21<13:20, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 701/752 [3:03:21<13:20, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 702/752 [3:03:37<13:04, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 702/752 [3:03:37<13:04, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 703/752 [3:03:52<12:48, 15.69s/it, loss=0.156]
Epoch 2:  93%|█████████▎| 703/752 [3:03:52<12:48, 15.69s/it, loss=0.156]
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Epoch 2:  94%|█████████▎| 704/752 [3:04:07<12:33, 15.69s/it, loss=0.156]
Epoch 2:  94%|█████████▍| 705/752 [3:04:23<12:17, 15.69s/it, loss=0.156]
Epoch 2:  94%|█████████▍| 705/752 [3:04:23<12:17, 15.69s/it, loss=0.156]
Epoch 2:  94%|█████████▍| 706/752 [3:04:39<12:01, 15.69s/it, loss=0.156]
Epoch 2:  94%|█████████▍| 706/752 [3:04:39<12:01, 15.69s/it, loss=0.156]
Epoch 2:  94%|█████████▍| 707/752 [3:04:54<11:46, 15.69s/it, loss=0.156]
Epoch 2:  94%|█████████▍| 707/752 [3:04:54<11:46, 15.69s/it, loss=0.156]
Epoch 2:  94%|█████████▍| 708/752 [3:05:10<11:30, 15.69s/it, loss=0.156]
Epoch 2:  94%|█████████▍| 708/752 [3:05:10<11:30, 15.69s/it, loss=0.156]
Epoch 2:  94%|█████████▍| 709/752 [3:05:26<11:14, 15.69s/it, loss=0.156]
Epoch 2:  94%|█████████▍| 709/752 [3:05:26<11:14, 15.69s/it, loss=0.156]
Epoch 2:  94%|█████████▍| 710/752 [3:05:41<10:59, 15.69s/it, loss=0.156]
Epoch 2:  94%|█████████▍| 710/752 [3:05:41<10:59, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▍| 711/752 [3:05:57<10:43, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▍| 711/752 [3:05:57<10:43, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▍| 712/752 [3:06:12<10:27, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▍| 712/752 [3:06:12<10:27, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▍| 713/752 [3:06:28<10:11, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▍| 713/752 [3:06:28<10:11, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▍| 714/752 [3:06:43<09:56, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▍| 714/752 [3:06:43<09:56, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▌| 715/752 [3:06:59<09:40, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▌| 715/752 [3:06:59<09:40, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▌| 716/752 [3:07:14<09:24, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▌| 716/752 [3:07:14<09:24, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▌| 717/752 [3:07:30<09:09, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▌| 717/752 [3:07:30<09:09, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▌| 718/752 [3:07:45<08:53, 15.69s/it, loss=0.156]
Epoch 2:  95%|█████████▌| 718/752 [3:07:45<08:53, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▌| 719/752 [3:08:01<08:37, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▌| 719/752 [3:08:01<08:37, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▌| 720/752 [3:08:16<08:22, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▌| 720/752 [3:08:16<08:22, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▌| 721/752 [3:08:32<08:06, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▌| 721/752 [3:08:32<08:06, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▌| 722/752 [3:08:47<07:50, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▌| 722/752 [3:08:47<07:50, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▌| 723/752 [3:09:02<07:34, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▌| 723/752 [3:09:02<07:34, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▋| 724/752 [3:09:18<07:19, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▋| 724/752 [3:09:18<07:19, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▋| 725/752 [3:09:33<07:03, 15.69s/it, loss=0.156]
Epoch 2:  96%|█████████▋| 725/752 [3:09:33<07:03, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 726/752 [3:09:49<06:47, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 726/752 [3:09:49<06:47, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 727/752 [3:10:04<06:32, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 727/752 [3:10:04<06:32, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 728/752 [3:10:24<06:16, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 728/752 [3:10:24<06:16, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 729/752 [3:10:40<06:00, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 729/752 [3:10:40<06:00, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 730/752 [3:10:55<05:45, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 730/752 [3:10:55<05:45, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 731/752 [3:11:12<05:29, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 731/752 [3:11:12<05:29, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 732/752 [3:11:27<05:13, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 732/752 [3:11:27<05:13, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 733/752 [3:11:42<04:58, 15.69s/it, loss=0.156]
Epoch 2:  97%|█████████▋| 733/752 [3:11:42<04:58, 15.69s/it, loss=0.156]
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Epoch 2:  98%|█████████▊| 734/752 [3:11:58<04:42, 15.69s/it, loss=0.156]
Epoch 2:  98%|█████████▊| 735/752 [3:12:14<04:26, 15.69s/it, loss=0.156]
Epoch 2:  98%|█████████▊| 735/752 [3:12:14<04:26, 15.69s/it, loss=0.156]
Epoch 2:  98%|█████████▊| 736/752 [3:12:30<04:11, 15.69s/it, loss=0.156]
Epoch 2:  98%|█████████▊| 736/752 [3:12:30<04:11, 15.69s/it, loss=0.156]
Epoch 2:  98%|█████████▊| 737/752 [3:12:46<03:55, 15.69s/it, loss=0.156]
Epoch 2:  98%|█████████▊| 737/752 [3:12:46<03:55, 15.69s/it, loss=0.156]
Epoch 2:  98%|█████████▊| 738/752 [3:13:02<03:39, 15.69s/it, loss=0.156]
Epoch 2:  98%|█████████▊| 738/752 [3:13:02<03:39, 15.69s/it, loss=0.156]
Epoch 2:  98%|█████████▊| 739/752 [3:13:18<03:24, 15.69s/it, loss=0.156]
Epoch 2:  98%|█████████▊| 739/752 [3:13:18<03:24, 15.69s/it, loss=0.156]
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Epoch 2:  98%|█████████▊| 740/752 [3:13:34<03:08, 15.69s/it, loss=0.156]
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Epoch 2: 100%|█████████▉| 751/752 [3:16:26<00:15, 15.70s/it, loss=0.156]
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Epoch 3:   0%|          | 2/752 [02:07<13:14:15, 63.54s/it, loss=0.155] 
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Epoch 3:   1%|          | 4/752 [02:37<8:10:34, 39.35s/it, loss=0.155]
Epoch 3:   1%|          | 4/752 [02:37<8:10:34, 39.35s/it, loss=0.154]
Epoch 3:   1%|          | 5/752 [02:52<7:09:16, 34.48s/it, loss=0.154]
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Epoch 3:   1%|          | 6/752 [03:07<6:28:26, 31.24s/it, loss=0.154]
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Epoch 3:   1%|          | 7/752 [03:22<5:59:01, 28.91s/it, loss=0.154]
Epoch 3:   1%|          | 7/752 [03:22<5:59:01, 28.91s/it, loss=0.153]
Epoch 3:   1%|          | 8/752 [03:37<5:37:03, 27.18s/it, loss=0.153]
Epoch 3:   1%|          | 8/752 [03:37<5:37:03, 27.18s/it, loss=0.153]
Epoch 3:   1%|          | 9/752 [03:52<5:19:47, 25.82s/it, loss=0.153]
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Epoch 3:   1%|▏         | 10/752 [04:07<5:06:13, 24.76s/it, loss=0.153]
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Epoch 3:   1%|▏         | 11/752 [04:22<4:54:57, 23.88s/it, loss=0.152]
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Epoch 3:   2%|▏         | 12/752 [04:37<4:45:23, 23.14s/it, loss=0.152]
Epoch 3:   2%|▏         | 12/752 [04:37<4:45:23, 23.14s/it, loss=0.152]
Epoch 3:   2%|▏         | 13/752 [04:52<4:37:24, 22.52s/it, loss=0.152]
Epoch 3:   2%|▏         | 13/752 [04:52<4:37:24, 22.52s/it, loss=0.151]
Epoch 3:   2%|▏         | 14/752 [05:07<4:30:33, 22.00s/it, loss=0.151]
Epoch 3:   2%|▏         | 14/752 [05:07<4:30:33, 22.00s/it, loss=0.151]
Epoch 3:   2%|▏         | 15/752 [05:23<4:24:40, 21.55s/it, loss=0.151]
Epoch 3:   2%|▏         | 15/752 [05:23<4:24:40, 21.55s/it, loss=0.151]
Epoch 3:   2%|▏         | 16/752 [05:38<4:19:18, 21.14s/it, loss=0.151]
Epoch 3:   2%|▏         | 16/752 [05:38<4:19:18, 21.14s/it, loss=0.151]
Epoch 3:   2%|▏         | 17/752 [05:54<4:15:24, 20.85s/it, loss=0.151]
Epoch 3:   2%|▏         | 17/752 [05:54<4:15:24, 20.85s/it, loss=0.15] 
Epoch 3:   2%|▏         | 18/752 [06:10<4:11:28, 20.56s/it, loss=0.15]
Epoch 3:   2%|▏         | 18/752 [06:10<4:11:28, 20.56s/it, loss=0.15]
Epoch 3:   3%|▎         | 19/752 [06:25<4:08:07, 20.31s/it, loss=0.15]
Epoch 3:   3%|▎         | 19/752 [06:25<4:08:07, 20.31s/it, loss=0.15]
Epoch 3:   3%|▎         | 20/752 [06:41<4:04:39, 20.05s/it, loss=0.15]
Epoch 3:   3%|▎         | 20/752 [06:41<4:04:39, 20.05s/it, loss=0.149]
Epoch 3:   3%|▎         | 21/752 [06:57<4:01:57, 19.86s/it, loss=0.149]
Epoch 3:   3%|▎         | 21/752 [06:57<4:01:57, 19.86s/it, loss=0.149]
Epoch 3:   3%|▎         | 22/752 [07:12<3:59:04, 19.65s/it, loss=0.149]
Epoch 3:   3%|▎         | 22/752 [07:12<3:59:04, 19.65s/it, loss=0.149]
Epoch 3:   3%|▎         | 23/752 [07:27<3:56:30, 19.47s/it, loss=0.149]
Epoch 3:   3%|▎         | 23/752 [07:27<3:56:30, 19.47s/it, loss=0.149]
Epoch 3:   3%|▎         | 24/752 [07:43<3:54:16, 19.31s/it, loss=0.149]
Epoch 3:   3%|▎         | 24/752 [07:43<3:54:16, 19.31s/it, loss=0.149]
Epoch 3:   3%|▎         | 25/752 [07:59<3:52:09, 19.16s/it, loss=0.149]
Epoch 3:   3%|▎         | 25/752 [07:59<3:52:09, 19.16s/it, loss=0.149]
Epoch 3:   3%|▎         | 26/752 [08:14<3:50:02, 19.01s/it, loss=0.149]
Epoch 3:   3%|▎         | 26/752 [08:14<3:50:02, 19.01s/it, loss=0.149]
Epoch 3:   4%|▎         | 27/752 [08:29<3:48:09, 18.88s/it, loss=0.149]
Epoch 3:   4%|▎         | 27/752 [08:29<3:48:09, 18.88s/it, loss=0.149]
Epoch 3:   4%|▎         | 28/752 [08:45<3:46:17, 18.75s/it, loss=0.149]
Epoch 3:   4%|▎         | 28/752 [08:45<3:46:17, 18.75s/it, loss=0.149]
Epoch 3:   4%|▍         | 29/752 [09:00<3:44:39, 18.64s/it, loss=0.149]
Epoch 3:   4%|▍         | 29/752 [09:00<3:44:39, 18.64s/it, loss=0.149]
Epoch 3:   4%|▍         | 30/752 [09:16<3:43:03, 18.54s/it, loss=0.149]
Epoch 3:   4%|▍         | 30/752 [09:16<3:43:03, 18.54s/it, loss=0.149]
Epoch 3:   4%|▍         | 31/752 [09:31<3:41:31, 18.44s/it, loss=0.149]
Epoch 3:   4%|▍         | 31/752 [09:31<3:41:31, 18.44s/it, loss=0.149]
Epoch 3:   4%|▍         | 32/752 [09:46<3:40:04, 18.34s/it, loss=0.149]
Epoch 3:   4%|▍         | 32/752 [09:46<3:40:04, 18.34s/it, loss=0.149]
Epoch 3:   4%|▍         | 33/752 [10:02<3:38:45, 18.26s/it, loss=0.149]
Epoch 3:   4%|▍         | 33/752 [10:02<3:38:45, 18.26s/it, loss=0.149]
Epoch 3:   5%|▍         | 34/752 [10:17<3:37:25, 18.17s/it, loss=0.149]
Epoch 3:   5%|▍         | 34/752 [10:17<3:37:25, 18.17s/it, loss=0.149]
Epoch 3:   5%|▍         | 35/752 [10:33<3:36:11, 18.09s/it, loss=0.149]
Epoch 3:   5%|▍         | 35/752 [10:33<3:36:11, 18.09s/it, loss=0.149]
Epoch 3:   5%|▍         | 36/752 [10:48<3:34:55, 18.01s/it, loss=0.149]
Epoch 3:   5%|▍         | 36/752 [10:48<3:34:55, 18.01s/it, loss=0.149]
Epoch 3:   5%|▍         | 37/752 [11:03<3:33:51, 17.95s/it, loss=0.149]
Epoch 3:   5%|▍         | 37/752 [11:03<3:33:51, 17.95s/it, loss=0.149]
Epoch 3:   5%|▌         | 38/752 [11:20<3:32:58, 17.90s/it, loss=0.149]
Epoch 3:   5%|▌         | 38/752 [11:20<3:32:58, 17.90s/it, loss=0.149]
Epoch 3:   5%|▌         | 39/752 [11:36<3:32:05, 17.85s/it, loss=0.149]
Epoch 3:   5%|▌         | 39/752 [11:36<3:32:05, 17.85s/it, loss=0.149]
Epoch 3:   5%|▌         | 40/752 [11:52<3:31:22, 17.81s/it, loss=0.149]
Epoch 3:   5%|▌         | 40/752 [11:52<3:31:22, 17.81s/it, loss=0.149]
Epoch 3:   5%|▌         | 41/752 [12:08<3:30:26, 17.76s/it, loss=0.149]
Epoch 3:   5%|▌         | 41/752 [12:08<3:30:26, 17.76s/it, loss=0.149]
Epoch 3:   6%|▌         | 42/752 [12:23<3:29:26, 17.70s/it, loss=0.149]
Epoch 3:   6%|▌         | 42/752 [12:23<3:29:26, 17.70s/it, loss=0.149]
Epoch 3:   6%|▌         | 43/752 [12:38<3:28:33, 17.65s/it, loss=0.149]
Epoch 3:   6%|▌         | 43/752 [12:38<3:28:33, 17.65s/it, loss=0.149]
Epoch 3:   6%|▌         | 44/752 [12:54<3:27:38, 17.60s/it, loss=0.149]
Epoch 3:   6%|▌         | 44/752 [12:54<3:27:38, 17.60s/it, loss=0.149]
Epoch 3:   6%|▌         | 45/752 [13:09<3:26:46, 17.55s/it, loss=0.149]
Epoch 3:   6%|▌         | 45/752 [13:09<3:26:46, 17.55s/it, loss=0.149]
Epoch 3:   6%|▌         | 46/752 [13:25<3:26:00, 17.51s/it, loss=0.149]
Epoch 3:   6%|▌         | 46/752 [13:25<3:26:00, 17.51s/it, loss=0.149]
Epoch 3:   6%|▋         | 47/752 [13:40<3:25:12, 17.46s/it, loss=0.149]
Epoch 3:   6%|▋         | 47/752 [13:40<3:25:12, 17.46s/it, loss=0.149]
Epoch 3:   6%|▋         | 48/752 [13:56<3:24:27, 17.43s/it, loss=0.149]
Epoch 3:   6%|▋         | 48/752 [13:56<3:24:27, 17.43s/it, loss=0.149]
Epoch 3:   7%|▋         | 49/752 [14:12<3:23:54, 17.40s/it, loss=0.149]
Epoch 3:   7%|▋         | 49/752 [14:12<3:23:54, 17.40s/it, loss=0.149]
Epoch 3:   7%|▋         | 50/752 [14:28<3:23:16, 17.37s/it, loss=0.149]
Epoch 3:   7%|▋         | 50/752 [14:28<3:23:16, 17.37s/it, loss=0.149]
Epoch 3:   7%|▋         | 51/752 [14:44<3:22:37, 17.34s/it, loss=0.149]
Epoch 3:   7%|▋         | 51/752 [14:44<3:22:37, 17.34s/it, loss=0.149]
Epoch 3:   7%|▋         | 52/752 [14:59<3:21:54, 17.31s/it, loss=0.149]
Epoch 3:   7%|▋         | 52/752 [14:59<3:21:54, 17.31s/it, loss=0.149]
Epoch 3:   7%|▋         | 53/752 [15:15<3:21:13, 17.27s/it, loss=0.149]
Epoch 3:   7%|▋         | 53/752 [15:15<3:21:13, 17.27s/it, loss=0.149]
Epoch 3:   7%|▋         | 54/752 [15:31<3:20:37, 17.25s/it, loss=0.149]
Epoch 3:   7%|▋         | 54/752 [15:31<3:20:37, 17.25s/it, loss=0.149]
Epoch 3:   7%|▋         | 55/752 [15:46<3:19:58, 17.21s/it, loss=0.149]
Epoch 3:   7%|▋         | 55/752 [15:46<3:19:58, 17.21s/it, loss=0.149]
Epoch 3:   7%|▋         | 56/752 [16:02<3:19:20, 17.19s/it, loss=0.149]
Epoch 3:   7%|▋         | 56/752 [16:02<3:19:20, 17.19s/it, loss=0.149]
Epoch 3:   8%|▊         | 57/752 [16:17<3:18:43, 17.16s/it, loss=0.149]
Epoch 3:   8%|▊         | 57/752 [16:17<3:18:43, 17.16s/it, loss=0.149]
Epoch 3:   8%|▊         | 58/752 [16:33<3:18:08, 17.13s/it, loss=0.149]
Epoch 3:   8%|▊         | 58/752 [16:33<3:18:08, 17.13s/it, loss=0.149]
Epoch 3:   8%|▊         | 59/752 [16:49<3:17:34, 17.11s/it, loss=0.149]
Epoch 3:   8%|▊         | 59/752 [16:49<3:17:34, 17.11s/it, loss=0.149]
Epoch 3:   8%|▊         | 60/752 [17:04<3:16:56, 17.08s/it, loss=0.149]
Epoch 3:   8%|▊         | 60/752 [17:04<3:16:56, 17.08s/it, loss=0.149]
Epoch 3:   8%|▊         | 61/752 [17:20<3:16:24, 17.05s/it, loss=0.149]
Epoch 3:   8%|▊         | 61/752 [17:20<3:16:24, 17.05s/it, loss=0.149]
Epoch 3:   8%|▊         | 62/752 [17:35<3:15:49, 17.03s/it, loss=0.149]
Epoch 3:   8%|▊         | 62/752 [17:35<3:15:49, 17.03s/it, loss=0.149]
Epoch 3:   8%|▊         | 63/752 [17:51<3:15:15, 17.00s/it, loss=0.149]
Epoch 3:   8%|▊         | 63/752 [17:51<3:15:15, 17.00s/it, loss=0.149]
Epoch 3:   9%|▊         | 64/752 [18:06<3:14:41, 16.98s/it, loss=0.149]
Epoch 3:   9%|▊         | 64/752 [18:06<3:14:41, 16.98s/it, loss=0.149]
Epoch 3:   9%|▊         | 65/752 [18:22<3:14:10, 16.96s/it, loss=0.149]
Epoch 3:   9%|▊         | 65/752 [18:22<3:14:10, 16.96s/it, loss=0.149]
Epoch 3:   9%|▉         | 66/752 [18:37<3:13:36, 16.93s/it, loss=0.149]
Epoch 3:   9%|▉         | 66/752 [18:37<3:13:36, 16.93s/it, loss=0.149]
Epoch 3:   9%|▉         | 67/752 [18:53<3:13:05, 16.91s/it, loss=0.149]
Epoch 3:   9%|▉         | 67/752 [18:53<3:13:05, 16.91s/it, loss=0.149]
Epoch 3:   9%|▉         | 68/752 [19:08<3:12:32, 16.89s/it, loss=0.149]
Epoch 3:   9%|▉         | 68/752 [19:08<3:12:32, 16.89s/it, loss=0.149]
Epoch 3:   9%|▉         | 69/752 [19:24<3:12:02, 16.87s/it, loss=0.149]
Epoch 3:   9%|▉         | 69/752 [19:24<3:12:02, 16.87s/it, loss=0.149]
Epoch 3:   9%|▉         | 70/752 [19:39<3:11:32, 16.85s/it, loss=0.149]
Epoch 3:   9%|▉         | 70/752 [19:39<3:11:32, 16.85s/it, loss=0.149]
Epoch 3:   9%|▉         | 71/752 [19:55<3:11:02, 16.83s/it, loss=0.149]
Epoch 3:   9%|▉         | 71/752 [19:55<3:11:02, 16.83s/it, loss=0.149]
Epoch 3:  10%|▉         | 72/752 [20:10<3:10:31, 16.81s/it, loss=0.149]
Epoch 3:  10%|▉         | 72/752 [20:10<3:10:31, 16.81s/it, loss=0.149]
Epoch 3:  10%|▉         | 73/752 [20:25<3:10:02, 16.79s/it, loss=0.149]
Epoch 3:  10%|▉         | 73/752 [20:25<3:10:02, 16.79s/it, loss=0.149]
Epoch 3:  10%|▉         | 74/752 [20:41<3:09:33, 16.77s/it, loss=0.149]
Epoch 3:  10%|▉         | 74/752 [20:41<3:09:33, 16.77s/it, loss=0.149]
Epoch 3:  10%|▉         | 75/752 [20:56<3:09:05, 16.76s/it, loss=0.149]
Epoch 3:  10%|▉         | 75/752 [20:56<3:09:05, 16.76s/it, loss=0.149]
Epoch 3:  10%|█         | 76/752 [21:12<3:08:36, 16.74s/it, loss=0.149]
Epoch 3:  10%|█         | 76/752 [21:12<3:08:36, 16.74s/it, loss=0.149]
Epoch 3:  10%|█         | 77/752 [21:27<3:08:09, 16.72s/it, loss=0.149]
Epoch 3:  10%|█         | 77/752 [21:27<3:08:09, 16.72s/it, loss=0.149]
Epoch 3:  10%|█         | 78/752 [21:43<3:07:42, 16.71s/it, loss=0.149]
Epoch 3:  10%|█         | 78/752 [21:43<3:07:42, 16.71s/it, loss=0.149]
Epoch 3:  11%|█         | 79/752 [21:58<3:07:15, 16.69s/it, loss=0.149]
Epoch 3:  11%|█         | 79/752 [21:58<3:07:15, 16.69s/it, loss=0.149]
Epoch 3:  11%|█         | 80/752 [22:14<3:06:46, 16.68s/it, loss=0.149]
Epoch 3:  11%|█         | 80/752 [22:14<3:06:46, 16.68s/it, loss=0.149]
Epoch 3:  11%|█         | 81/752 [22:29<3:06:21, 16.66s/it, loss=0.149]
Epoch 3:  11%|█         | 81/752 [22:29<3:06:21, 16.66s/it, loss=0.149]
Epoch 3:  11%|█         | 82/752 [22:45<3:05:53, 16.65s/it, loss=0.149]
Epoch 3:  11%|█         | 82/752 [22:45<3:05:53, 16.65s/it, loss=0.149]
Epoch 3:  11%|█         | 83/752 [23:00<3:05:27, 16.63s/it, loss=0.149]
Epoch 3:  11%|█         | 83/752 [23:00<3:05:27, 16.63s/it, loss=0.148]
Epoch 3:  11%|█         | 84/752 [23:15<3:05:00, 16.62s/it, loss=0.148]
Epoch 3:  11%|█         | 84/752 [23:15<3:05:00, 16.62s/it, loss=0.148]
Epoch 3:  11%|█▏        | 85/752 [23:31<3:04:36, 16.61s/it, loss=0.148]
Epoch 3:  11%|█▏        | 85/752 [23:31<3:04:36, 16.61s/it, loss=0.148]
Epoch 3:  11%|█▏        | 86/752 [23:46<3:04:10, 16.59s/it, loss=0.148]
Epoch 3:  11%|█▏        | 86/752 [23:46<3:04:10, 16.59s/it, loss=0.148]
Epoch 3:  12%|█▏        | 87/752 [24:02<3:03:45, 16.58s/it, loss=0.148]
Epoch 3:  12%|█▏        | 87/752 [24:02<3:03:45, 16.58s/it, loss=0.148]
Epoch 3:  12%|█▏        | 88/752 [24:17<3:03:19, 16.57s/it, loss=0.148]
Epoch 3:  12%|█▏        | 88/752 [24:17<3:03:19, 16.57s/it, loss=0.148]
Epoch 3:  12%|█▏        | 89/752 [24:33<3:02:55, 16.55s/it, loss=0.148]
Epoch 3:  12%|█▏        | 89/752 [24:33<3:02:55, 16.55s/it, loss=0.148]
Epoch 3:  12%|█▏        | 90/752 [24:48<3:02:29, 16.54s/it, loss=0.148]
Epoch 3:  12%|█▏        | 90/752 [24:48<3:02:29, 16.54s/it, loss=0.148]
Epoch 3:  12%|█▏        | 91/752 [25:04<3:02:05, 16.53s/it, loss=0.148]
Epoch 3:  12%|█▏        | 91/752 [25:04<3:02:05, 16.53s/it, loss=0.148]
Epoch 3:  12%|█▏        | 92/752 [25:19<3:01:39, 16.51s/it, loss=0.148]
Epoch 3:  12%|█▏        | 92/752 [25:19<3:01:39, 16.51s/it, loss=0.148]
Epoch 3:  12%|█▏        | 93/752 [25:34<3:01:16, 16.50s/it, loss=0.148]
Epoch 3:  12%|█▏        | 93/752 [25:34<3:01:16, 16.50s/it, loss=0.148]
Epoch 3:  12%|█▎        | 94/752 [25:50<3:00:53, 16.49s/it, loss=0.148]
Epoch 3:  12%|█▎        | 94/752 [25:50<3:00:53, 16.49s/it, loss=0.148]
Epoch 3:  13%|█▎        | 95/752 [26:06<3:00:30, 16.48s/it, loss=0.148]
Epoch 3:  13%|█▎        | 95/752 [26:06<3:00:30, 16.48s/it, loss=0.148]
Epoch 3:  13%|█▎        | 96/752 [26:21<3:00:05, 16.47s/it, loss=0.148]
Epoch 3:  13%|█▎        | 96/752 [26:21<3:00:05, 16.47s/it, loss=0.148]
Epoch 3:  13%|█▎        | 97/752 [26:36<2:59:43, 16.46s/it, loss=0.148]
Epoch 3:  13%|█▎        | 97/752 [26:36<2:59:43, 16.46s/it, loss=0.148]
Epoch 3:  13%|█▎        | 98/752 [26:52<2:59:19, 16.45s/it, loss=0.148]
Epoch 3:  13%|█▎        | 98/752 [26:52<2:59:19, 16.45s/it, loss=0.148]
Epoch 3:  13%|█▎        | 99/752 [27:07<2:58:56, 16.44s/it, loss=0.148]
Epoch 3:  13%|█▎        | 99/752 [27:07<2:58:56, 16.44s/it, loss=0.148]
Epoch 3:  13%|█▎        | 100/752 [27:23<2:58:33, 16.43s/it, loss=0.148]
Epoch 3:  13%|█▎        | 100/752 [27:23<2:58:33, 16.43s/it, loss=0.148]
Epoch 3:  13%|█▎        | 101/752 [27:39<2:58:13, 16.43s/it, loss=0.148]
Epoch 3:  13%|█▎        | 101/752 [27:39<2:58:13, 16.43s/it, loss=0.148]
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Epoch 3:  98%|█████████▊| 739/752 [3:13:37<03:24, 15.72s/it, loss=0.143]
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Epoch 3:  98%|█████████▊| 740/752 [3:13:52<03:08, 15.72s/it, loss=0.143]
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Epoch 3:  99%|█████████▊| 741/752 [3:14:08<02:52, 15.72s/it, loss=0.143]
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Epoch 3:  99%|█████████▉| 743/752 [3:14:39<02:21, 15.72s/it, loss=0.143]
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Epoch 3:  99%|█████████▉| 744/752 [3:14:55<02:05, 15.72s/it, loss=0.143]
Epoch 3:  99%|█████████▉| 744/752 [3:14:55<02:05, 15.72s/it, loss=0.143]
Epoch 3:  99%|█████████▉| 745/752 [3:15:10<01:50, 15.72s/it, loss=0.143]
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Epoch 3:  99%|█████████▉| 746/752 [3:15:25<01:34, 15.72s/it, loss=0.143]
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Epoch 3:  99%|█████████▉| 747/752 [3:15:41<01:18, 15.72s/it, loss=0.143]
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Epoch 3:  99%|█████████▉| 748/752 [3:15:57<01:02, 15.72s/it, loss=0.143]
Epoch 3:  99%|█████████▉| 748/752 [3:15:57<01:02, 15.72s/it, loss=0.143]
Epoch 3: 100%|█████████▉| 749/752 [3:16:15<00:47, 15.72s/it, loss=0.143]
Epoch 3: 100%|█████████▉| 749/752 [3:16:15<00:47, 15.72s/it, loss=0.143]
Epoch 3: 100%|█████████▉| 750/752 [3:16:30<00:31, 15.72s/it, loss=0.143]
Epoch 3: 100%|█████████▉| 750/752 [3:16:30<00:31, 15.72s/it, loss=0.143]
Epoch 3: 100%|█████████▉| 751/752 [3:16:44<00:15, 15.72s/it, loss=0.143]
Epoch 3: 100%|█████████▉| 751/752 [3:16:44<00:15, 15.72s/it, loss=0.143]
Epoch 3: 100%|██████████| 752/752 [3:17:04<00:00, 15.72s/it, loss=0.143]
Epoch 3: 100%|██████████| 752/752 [3:17:04<00:00, 15.72s/it, loss=0.143]
Epoch 3: 100%|██████████| 752/752 [3:17:04<00:00, 15.72s/it, loss=0.143]
Epoch 3:   0%|          | 0/752 [00:00<?, ?it/s, loss=0.143]            
Epoch 4:   0%|          | 0/752 [00:00<?, ?it/s, loss=0.143]
Epoch 4:   0%|          | 1/752 [01:49<22:55:35, 109.90s/it, loss=0.143]
Epoch 4:   0%|          | 1/752 [01:49<22:55:36, 109.90s/it, loss=0.142]
Epoch 4:   0%|          | 2/752 [02:04<13:00:46, 62.46s/it, loss=0.142] 
Epoch 4:   0%|          | 2/752 [02:04<13:00:46, 62.46s/it, loss=0.142]
Epoch 4:   0%|          | 3/752 [02:19<9:42:00, 46.62s/it, loss=0.142] 
Epoch 4:   0%|          | 3/752 [02:19<9:42:00, 46.62s/it, loss=0.142]
Epoch 4:   1%|          | 4/752 [02:34<8:02:29, 38.70s/it, loss=0.142]
Epoch 4:   1%|          | 4/752 [02:34<8:02:29, 38.70s/it, loss=0.141]
Epoch 4:   1%|          | 5/752 [02:49<7:02:36, 33.94s/it, loss=0.141]
Epoch 4:   1%|          | 5/752 [02:49<7:02:36, 33.94s/it, loss=0.141]
Epoch 4:   1%|          | 6/752 [03:04<6:22:41, 30.78s/it, loss=0.141]
Epoch 4:   1%|          | 6/752 [03:04<6:22:41, 30.78s/it, loss=0.141]
Epoch 4:   1%|          | 7/752 [03:19<5:54:25, 28.54s/it, loss=0.141]
Epoch 4:   1%|          | 7/752 [03:19<5:54:25, 28.54s/it, loss=0.14] 
Epoch 4:   1%|          | 8/752 [03:34<5:32:56, 26.85s/it, loss=0.14]
Epoch 4:   1%|          | 8/752 [03:34<5:32:56, 26.85s/it, loss=0.14]
Epoch 4:   1%|          | 9/752 [03:49<5:16:03, 25.52s/it, loss=0.14]
Epoch 4:   1%|          | 9/752 [03:49<5:16:03, 25.52s/it, loss=0.139]
Epoch 4:   1%|▏         | 10/752 [04:04<5:02:34, 24.47s/it, loss=0.139]
Epoch 4:   1%|▏         | 10/752 [04:04<5:02:35, 24.47s/it, loss=0.139]
Epoch 4:   1%|▏         | 11/752 [04:19<4:51:29, 23.60s/it, loss=0.139]
Epoch 4:   1%|▏         | 11/752 [04:19<4:51:29, 23.60s/it, loss=0.139]
Epoch 4:   2%|▏         | 12/752 [04:34<4:42:08, 22.88s/it, loss=0.139]
Epoch 4:   2%|▏         | 12/752 [04:34<4:42:08, 22.88s/it, loss=0.138]
Epoch 4:   2%|▏         | 13/752 [04:49<4:34:20, 22.27s/it, loss=0.138]
Epoch 4:   2%|▏         | 13/752 [04:49<4:34:20, 22.27s/it, loss=0.138]
Epoch 4:   2%|▏         | 14/752 [05:05<4:28:04, 21.79s/it, loss=0.138]
Epoch 4:   2%|▏         | 14/752 [05:05<4:28:04, 21.79s/it, loss=0.137]
Epoch 4:   2%|▏         | 15/752 [05:20<4:22:26, 21.37s/it, loss=0.137]
Epoch 4:   2%|▏         | 15/752 [05:20<4:22:26, 21.37s/it, loss=0.137]
Epoch 4:   2%|▏         | 16/752 [05:35<4:17:35, 21.00s/it, loss=0.137]
Epoch 4:   2%|▏         | 16/752 [05:35<4:17:35, 21.00s/it, loss=0.137]
Epoch 4:   2%|▏         | 17/752 [05:51<4:13:03, 20.66s/it, loss=0.137]
Epoch 4:   2%|▏         | 17/752 [05:51<4:13:03, 20.66s/it, loss=0.136]
Epoch 4:   2%|▏         | 18/752 [06:06<4:08:58, 20.35s/it, loss=0.136]
Epoch 4:   2%|▏         | 18/752 [06:06<4:08:58, 20.35s/it, loss=0.136]
Epoch 4:   3%|▎         | 19/752 [06:21<4:05:18, 20.08s/it, loss=0.136]
Epoch 4:   3%|▎         | 19/752 [06:21<4:05:18, 20.08s/it, loss=0.135]
Epoch 4:   3%|▎         | 20/752 [06:37<4:02:17, 19.86s/it, loss=0.135]
Epoch 4:   3%|▎         | 20/752 [06:37<4:02:17, 19.86s/it, loss=0.135]
Epoch 4:   3%|▎         | 21/752 [06:52<3:59:28, 19.66s/it, loss=0.135]
Epoch 4:   3%|▎         | 21/752 [06:52<3:59:28, 19.66s/it, loss=0.135]
Epoch 4:   3%|▎         | 22/752 [07:07<3:56:40, 19.45s/it, loss=0.135]
Epoch 4:   3%|▎         | 22/752 [07:07<3:56:40, 19.45s/it, loss=0.135]
Epoch 4:   3%|▎         | 23/752 [07:23<3:54:11, 19.28s/it, loss=0.135]
Epoch 4:   3%|▎         | 23/752 [07:23<3:54:11, 19.28s/it, loss=0.135]
Epoch 4:   3%|▎         | 24/752 [07:38<3:52:00, 19.12s/it, loss=0.135]
Epoch 4:   3%|▎         | 24/752 [07:38<3:52:00, 19.12s/it, loss=0.135]
Epoch 4:   3%|▎         | 25/752 [07:54<3:49:54, 18.97s/it, loss=0.135]
Epoch 4:   3%|▎         | 25/752 [07:54<3:49:54, 18.97s/it, loss=0.135]
Epoch 4:   3%|▎         | 26/752 [08:09<3:47:49, 18.83s/it, loss=0.135]
Epoch 4:   3%|▎         | 26/752 [08:09<3:47:49, 18.83s/it, loss=0.135]
Epoch 4:   4%|▎         | 27/752 [08:24<3:45:53, 18.69s/it, loss=0.135]
Epoch 4:   4%|▎         | 27/752 [08:24<3:45:53, 18.69s/it, loss=0.135]
Epoch 4:   4%|▎         | 28/752 [08:40<3:44:14, 18.58s/it, loss=0.135]
Epoch 4:   4%|▎         | 28/752 [08:40<3:44:14, 18.58s/it, loss=0.135]
Epoch 4:   4%|▍         | 29/752 [08:55<3:42:36, 18.47s/it, loss=0.135]
Epoch 4:   4%|▍         | 29/752 [08:55<3:42:36, 18.47s/it, loss=0.135]
Epoch 4:   4%|▍         | 30/752 [09:11<3:41:01, 18.37s/it, loss=0.135]
Epoch 4:   4%|▍         | 30/752 [09:11<3:41:01, 18.37s/it, loss=0.135]
Epoch 4:   4%|▍         | 31/752 [09:26<3:39:31, 18.27s/it, loss=0.135]
Epoch 4:   4%|▍         | 31/752 [09:26<3:39:31, 18.27s/it, loss=0.135]
Epoch 4:   4%|▍         | 32/752 [09:41<3:38:06, 18.18s/it, loss=0.135]
Epoch 4:   4%|▍         | 32/752 [09:41<3:38:06, 18.18s/it, loss=0.135]
Epoch 4:   4%|▍         | 33/752 [09:56<3:36:45, 18.09s/it, loss=0.135]
Epoch 4:   4%|▍         | 33/752 [09:56<3:36:45, 18.09s/it, loss=0.135]
Epoch 4:   5%|▍         | 34/752 [10:11<3:35:21, 18.00s/it, loss=0.135]
Epoch 4:   5%|▍         | 34/752 [10:11<3:35:21, 18.00s/it, loss=0.135]
Epoch 4:   5%|▍         | 35/752 [10:27<3:34:21, 17.94s/it, loss=0.135]
Epoch 4:   5%|▍         | 35/752 [10:27<3:34:21, 17.94s/it, loss=0.135]
Epoch 4:   5%|▍         | 36/752 [10:43<3:33:16, 17.87s/it, loss=0.135]
Epoch 4:   5%|▍         | 36/752 [10:43<3:33:16, 17.87s/it, loss=0.135]
Epoch 4:   5%|▍         | 37/752 [10:58<3:32:14, 17.81s/it, loss=0.135]
Epoch 4:   5%|▍         | 37/752 [10:58<3:32:14, 17.81s/it, loss=0.135]
Epoch 4:   5%|▌         | 38/752 [11:14<3:31:18, 17.76s/it, loss=0.135]
Epoch 4:   5%|▌         | 38/752 [11:14<3:31:18, 17.76s/it, loss=0.135]
Epoch 4:   5%|▌         | 39/752 [11:30<3:30:21, 17.70s/it, loss=0.135]
Epoch 4:   5%|▌         | 39/752 [11:30<3:30:21, 17.70s/it, loss=0.135]
Epoch 4:   5%|▌         | 40/752 [11:45<3:29:21, 17.64s/it, loss=0.135]
Epoch 4:   5%|▌         | 40/752 [11:45<3:29:21, 17.64s/it, loss=0.135]
Epoch 4:   5%|▌         | 41/752 [12:01<3:28:27, 17.59s/it, loss=0.135]
Epoch 4:   5%|▌         | 41/752 [12:01<3:28:27, 17.59s/it, loss=0.135]
Epoch 4:   6%|▌         | 42/752 [12:17<3:27:42, 17.55s/it, loss=0.135]
Epoch 4:   6%|▌         | 42/752 [12:17<3:27:42, 17.55s/it, loss=0.135]
Epoch 4:   6%|▌         | 43/752 [12:32<3:26:52, 17.51s/it, loss=0.135]
Epoch 4:   6%|▌         | 43/752 [12:32<3:26:52, 17.51s/it, loss=0.135]
Epoch 4:   6%|▌         | 44/752 [12:48<3:26:00, 17.46s/it, loss=0.135]
Epoch 4:   6%|▌         | 44/752 [12:48<3:26:00, 17.46s/it, loss=0.135]
Epoch 4:   6%|▌         | 45/752 [13:03<3:25:15, 17.42s/it, loss=0.135]
Epoch 4:   6%|▌         | 45/752 [13:03<3:25:15, 17.42s/it, loss=0.135]
Epoch 4:   6%|▌         | 46/752 [13:19<3:24:29, 17.38s/it, loss=0.135]
Epoch 4:   6%|▌         | 46/752 [13:19<3:24:29, 17.38s/it, loss=0.134]
Epoch 4:   6%|▋         | 47/752 [13:34<3:23:43, 17.34s/it, loss=0.134]
Epoch 4:   6%|▋         | 47/752 [13:34<3:23:43, 17.34s/it, loss=0.134]
Epoch 4:   6%|▋         | 48/752 [13:50<3:22:58, 17.30s/it, loss=0.134]
Epoch 4:   6%|▋         | 48/752 [13:50<3:22:58, 17.30s/it, loss=0.134]
Epoch 4:   7%|▋         | 49/752 [14:05<3:22:16, 17.26s/it, loss=0.134]
Epoch 4:   7%|▋         | 49/752 [14:05<3:22:16, 17.26s/it, loss=0.134]
Epoch 4:   7%|▋         | 50/752 [14:22<3:21:47, 17.25s/it, loss=0.134]
Epoch 4:   7%|▋         | 50/752 [14:22<3:21:47, 17.25s/it, loss=0.134]
Epoch 4:   7%|▋         | 51/752 [14:37<3:21:07, 17.22s/it, loss=0.134]
Epoch 4:   7%|▋         | 51/752 [14:37<3:21:07, 17.22s/it, loss=0.134]
Epoch 4:   7%|▋         | 52/752 [14:53<3:20:24, 17.18s/it, loss=0.134]
Epoch 4:   7%|▋         | 52/752 [14:53<3:20:24, 17.18s/it, loss=0.134]
Epoch 4:   7%|▋         | 53/752 [15:08<3:19:45, 17.15s/it, loss=0.134]
Epoch 4:   7%|▋         | 53/752 [15:08<3:19:45, 17.15s/it, loss=0.134]
Epoch 4:   7%|▋         | 54/752 [15:24<3:19:08, 17.12s/it, loss=0.134]
Epoch 4:   7%|▋         | 54/752 [15:24<3:19:08, 17.12s/it, loss=0.134]
Epoch 4:   7%|▋         | 55/752 [15:39<3:18:28, 17.09s/it, loss=0.134]
Epoch 4:   7%|▋         | 55/752 [15:39<3:18:28, 17.09s/it, loss=0.134]
Epoch 4:   7%|▋         | 56/752 [15:55<3:17:50, 17.06s/it, loss=0.134]
Epoch 4:   7%|▋         | 56/752 [15:55<3:17:50, 17.06s/it, loss=0.134]
Epoch 4:   8%|▊         | 57/752 [16:10<3:17:15, 17.03s/it, loss=0.134]
Epoch 4:   8%|▊         | 57/752 [16:10<3:17:15, 17.03s/it, loss=0.134]
Epoch 4:   8%|▊         | 58/752 [16:26<3:16:40, 17.00s/it, loss=0.134]
Epoch 4:   8%|▊         | 58/752 [16:26<3:16:40, 17.00s/it, loss=0.134]
Epoch 4:   8%|▊         | 59/752 [16:41<3:16:02, 16.97s/it, loss=0.134]
Epoch 4:   8%|▊         | 59/752 [16:41<3:16:02, 16.97s/it, loss=0.134]
Epoch 4:   8%|▊         | 60/752 [16:56<3:15:29, 16.95s/it, loss=0.134]
Epoch 4:   8%|▊         | 60/752 [16:56<3:15:29, 16.95s/it, loss=0.134]
Epoch 4:   8%|▊         | 61/752 [17:12<3:14:57, 16.93s/it, loss=0.134]
Epoch 4:   8%|▊         | 61/752 [17:12<3:14:57, 16.93s/it, loss=0.134]
Epoch 4:   8%|▊         | 62/752 [17:28<3:14:26, 16.91s/it, loss=0.134]
Epoch 4:   8%|▊         | 62/752 [17:28<3:14:26, 16.91s/it, loss=0.134]
Epoch 4:   8%|▊         | 63/752 [17:43<3:13:52, 16.88s/it, loss=0.134]
Epoch 4:   8%|▊         | 63/752 [17:43<3:13:52, 16.88s/it, loss=0.134]
Epoch 4:   9%|▊         | 64/752 [17:59<3:13:24, 16.87s/it, loss=0.134]
Epoch 4:   9%|▊         | 64/752 [17:59<3:13:24, 16.87s/it, loss=0.134]
Epoch 4:   9%|▊         | 65/752 [18:15<3:12:54, 16.85s/it, loss=0.134]
Epoch 4:   9%|▊         | 65/752 [18:15<3:12:54, 16.85s/it, loss=0.134]
Epoch 4:   9%|▉         | 66/752 [18:30<3:12:20, 16.82s/it, loss=0.134]
Epoch 4:   9%|▉         | 66/752 [18:30<3:12:20, 16.82s/it, loss=0.134]
Epoch 4:   9%|▉         | 67/752 [18:45<3:11:49, 16.80s/it, loss=0.134]
Epoch 4:   9%|▉         | 67/752 [18:45<3:11:49, 16.80s/it, loss=0.134]
Epoch 4:   9%|▉         | 68/752 [19:00<3:11:17, 16.78s/it, loss=0.134]
Epoch 4:   9%|▉         | 68/752 [19:00<3:11:17, 16.78s/it, loss=0.134]
Epoch 4:   9%|▉         | 69/752 [19:16<3:10:49, 16.76s/it, loss=0.134]
Epoch 4:   9%|▉         | 69/752 [19:16<3:10:49, 16.76s/it, loss=0.134]
Epoch 4:   9%|▉         | 70/752 [19:32<3:10:19, 16.74s/it, loss=0.134]
Epoch 4:   9%|▉         | 70/752 [19:32<3:10:19, 16.74s/it, loss=0.134]
Epoch 4:   9%|▉         | 71/752 [19:47<3:09:50, 16.73s/it, loss=0.134]
Epoch 4:   9%|▉         | 71/752 [19:47<3:09:50, 16.73s/it, loss=0.134]
Epoch 4:  10%|▉         | 72/752 [20:02<3:09:20, 16.71s/it, loss=0.134]
Epoch 4:  10%|▉         | 72/752 [20:02<3:09:20, 16.71s/it, loss=0.134]
Epoch 4:  10%|▉         | 73/752 [20:18<3:08:52, 16.69s/it, loss=0.134]
Epoch 4:  10%|▉         | 73/752 [20:18<3:08:52, 16.69s/it, loss=0.134]
Epoch 4:  10%|▉         | 74/752 [20:33<3:08:23, 16.67s/it, loss=0.134]
Epoch 4:  10%|▉         | 74/752 [20:33<3:08:23, 16.67s/it, loss=0.134]
Epoch 4:  10%|▉         | 75/752 [20:49<3:07:57, 16.66s/it, loss=0.134]
Epoch 4:  10%|▉         | 75/752 [20:49<3:07:57, 16.66s/it, loss=0.134]
Epoch 4:  10%|█         | 76/752 [21:04<3:07:28, 16.64s/it, loss=0.134]
Epoch 4:  10%|█         | 76/752 [21:04<3:07:28, 16.64s/it, loss=0.134]
Epoch 4:  10%|█         | 77/752 [21:20<3:07:01, 16.62s/it, loss=0.134]
Epoch 4:  10%|█         | 77/752 [21:20<3:07:01, 16.62s/it, loss=0.134]
Epoch 4:  10%|█         | 78/752 [21:35<3:06:35, 16.61s/it, loss=0.134]
Epoch 4:  10%|█         | 78/752 [21:35<3:06:35, 16.61s/it, loss=0.134]
Epoch 4:  11%|█         | 79/752 [21:50<3:06:06, 16.59s/it, loss=0.134]
Epoch 4:  11%|█         | 79/752 [21:50<3:06:06, 16.59s/it, loss=0.134]
Epoch 4:  11%|█         | 80/752 [22:06<3:05:39, 16.58s/it, loss=0.134]
Epoch 4:  11%|█         | 80/752 [22:06<3:05:39, 16.58s/it, loss=0.134]
Epoch 4:  11%|█         | 81/752 [22:21<3:05:15, 16.57s/it, loss=0.134]
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Epoch 4:  88%|████████▊ | 659/752 [2:52:38<24:21, 15.72s/it, loss=0.13]
Epoch 4:  88%|████████▊ | 659/752 [2:52:38<24:21, 15.72s/it, loss=0.129]
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Epoch 4:  88%|████████▊ | 662/752 [2:53:25<23:34, 15.72s/it, loss=0.129]
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Epoch 4:  88%|████████▊ | 663/752 [2:53:40<23:18, 15.72s/it, loss=0.13]
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Epoch 4:  88%|████████▊ | 664/752 [2:53:56<23:03, 15.72s/it, loss=0.13]
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Epoch 4:  88%|████████▊ | 665/752 [2:54:12<22:47, 15.72s/it, loss=0.129]
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Epoch 4:  89%|████████▉ | 669/752 [2:55:14<21:44, 15.72s/it, loss=0.129]
Epoch 4:  89%|████████▉ | 670/752 [2:55:29<21:28, 15.72s/it, loss=0.129]
Epoch 4:  89%|████████▉ | 670/752 [2:55:29<21:28, 15.72s/it, loss=0.129]
Epoch 4:  89%|████████▉ | 671/752 [2:55:45<21:12, 15.72s/it, loss=0.129]
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Epoch 4:  89%|████████▉ | 672/752 [2:56:00<20:57, 15.72s/it, loss=0.129]
Epoch 4:  89%|████████▉ | 672/752 [2:56:00<20:57, 15.72s/it, loss=0.129]
Epoch 4:  89%|████████▉ | 673/752 [2:56:16<20:41, 15.72s/it, loss=0.129]
Epoch 4:  89%|████████▉ | 673/752 [2:56:16<20:41, 15.72s/it, loss=0.129]
Epoch 4:  90%|████████▉ | 674/752 [2:56:31<20:25, 15.71s/it, loss=0.129]
Epoch 4:  90%|████████▉ | 674/752 [2:56:31<20:25, 15.71s/it, loss=0.129]
Epoch 4:  90%|████████▉ | 675/752 [2:56:47<20:10, 15.71s/it, loss=0.129]
Epoch 4:  90%|████████▉ | 675/752 [2:56:47<20:10, 15.71s/it, loss=0.129]
Epoch 4:  90%|████████▉ | 676/752 [2:57:02<19:54, 15.71s/it, loss=0.129]
Epoch 4:  90%|████████▉ | 676/752 [2:57:02<19:54, 15.71s/it, loss=0.129]
Epoch 4:  90%|█████████ | 677/752 [2:57:18<19:38, 15.71s/it, loss=0.129]
Epoch 4:  90%|█████████ | 677/752 [2:57:18<19:38, 15.71s/it, loss=0.129]
Epoch 4:  90%|█████████ | 678/752 [2:57:34<19:22, 15.71s/it, loss=0.129]
Epoch 4:  90%|█████████ | 678/752 [2:57:34<19:22, 15.71s/it, loss=0.129]
Epoch 4:  90%|█████████ | 679/752 [2:57:49<19:07, 15.71s/it, loss=0.129]
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Epoch 4:  91%|█████████ | 682/752 [2:58:36<18:19, 15.71s/it, loss=0.129]
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Epoch 4:  91%|█████████ | 683/752 [2:58:51<18:04, 15.71s/it, loss=0.129]
Epoch 4:  91%|█████████ | 683/752 [2:58:51<18:04, 15.71s/it, loss=0.129]
Epoch 4:  91%|█████████ | 684/752 [2:59:07<17:48, 15.71s/it, loss=0.129]
Epoch 4:  91%|█████████ | 684/752 [2:59:07<17:48, 15.71s/it, loss=0.129]
Epoch 4:  91%|█████████ | 685/752 [2:59:22<17:32, 15.71s/it, loss=0.129]
Epoch 4:  91%|█████████ | 685/752 [2:59:22<17:32, 15.71s/it, loss=0.129]
Epoch 4:  91%|█████████ | 686/752 [2:59:38<17:16, 15.71s/it, loss=0.129]
Epoch 4:  91%|█████████ | 686/752 [2:59:38<17:16, 15.71s/it, loss=0.129]
Epoch 4:  91%|█████████▏| 687/752 [2:59:53<17:01, 15.71s/it, loss=0.129]
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Epoch 4:  91%|█████████▏| 688/752 [3:00:09<16:45, 15.71s/it, loss=0.129]
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Epoch 4:  92%|█████████▏| 689/752 [3:00:24<16:29, 15.71s/it, loss=0.129]
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Epoch 4:  92%|█████████▏| 690/752 [3:00:40<16:14, 15.71s/it, loss=0.129]
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Epoch 4:  96%|█████████▌| 719/752 [3:08:10<08:38, 15.70s/it, loss=0.129]
Epoch 4:  96%|█████████▌| 720/752 [3:08:25<08:22, 15.70s/it, loss=0.129]
Epoch 4:  96%|█████████▌| 720/752 [3:08:25<08:22, 15.70s/it, loss=0.129]
Epoch 4:  96%|█████████▌| 721/752 [3:08:41<08:06, 15.70s/it, loss=0.129]
Epoch 4:  96%|█████████▌| 721/752 [3:08:41<08:06, 15.70s/it, loss=0.129]
Epoch 4:  96%|█████████▌| 722/752 [3:08:56<07:51, 15.70s/it, loss=0.129]
Epoch 4:  96%|█████████▌| 722/752 [3:08:56<07:51, 15.70s/it, loss=0.129]
Epoch 4:  96%|█████████▌| 723/752 [3:09:12<07:35, 15.70s/it, loss=0.129]
Epoch 4:  96%|█████████▌| 723/752 [3:09:12<07:35, 15.70s/it, loss=0.129]
Epoch 4:  96%|█████████▋| 724/752 [3:09:27<07:19, 15.70s/it, loss=0.129]
Epoch 4:  96%|█████████▋| 724/752 [3:09:27<07:19, 15.70s/it, loss=0.129]
Epoch 4:  96%|█████████▋| 725/752 [3:09:43<07:03, 15.70s/it, loss=0.129]
Epoch 4:  96%|█████████▋| 725/752 [3:09:43<07:03, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 726/752 [3:09:58<06:48, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 726/752 [3:09:58<06:48, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 727/752 [3:10:14<06:32, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 727/752 [3:10:14<06:32, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 728/752 [3:10:29<06:16, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 728/752 [3:10:29<06:16, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 729/752 [3:10:45<06:01, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 729/752 [3:10:45<06:01, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 730/752 [3:11:00<05:45, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 730/752 [3:11:00<05:45, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 731/752 [3:11:16<05:29, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 731/752 [3:11:16<05:29, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 732/752 [3:11:31<05:13, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 732/752 [3:11:31<05:13, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 733/752 [3:11:47<04:58, 15.70s/it, loss=0.129]
Epoch 4:  97%|█████████▋| 733/752 [3:11:47<04:58, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 734/752 [3:12:02<04:42, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 734/752 [3:12:02<04:42, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 735/752 [3:12:18<04:26, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 735/752 [3:12:18<04:26, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 736/752 [3:12:33<04:11, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 736/752 [3:12:33<04:11, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 737/752 [3:12:49<03:55, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 737/752 [3:12:49<03:55, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 738/752 [3:13:05<03:39, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 738/752 [3:13:05<03:39, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 739/752 [3:13:21<03:24, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 739/752 [3:13:21<03:24, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 740/752 [3:13:37<03:08, 15.70s/it, loss=0.129]
Epoch 4:  98%|█████████▊| 740/752 [3:13:37<03:08, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▊| 741/752 [3:13:52<02:52, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▊| 741/752 [3:13:52<02:52, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▊| 742/752 [3:14:08<02:36, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▊| 742/752 [3:14:08<02:36, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▉| 743/752 [3:14:24<02:21, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▉| 743/752 [3:14:24<02:21, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▉| 744/752 [3:14:40<02:05, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▉| 744/752 [3:14:40<02:05, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▉| 745/752 [3:14:56<01:49, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▉| 745/752 [3:14:56<01:49, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▉| 746/752 [3:15:11<01:34, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▉| 746/752 [3:15:11<01:34, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▉| 747/752 [3:15:27<01:18, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▉| 747/752 [3:15:27<01:18, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▉| 748/752 [3:15:43<01:02, 15.70s/it, loss=0.129]
Epoch 4:  99%|█████████▉| 748/752 [3:15:43<01:02, 15.70s/it, loss=0.129]
Epoch 4: 100%|█████████▉| 749/752 [3:16:01<00:47, 15.70s/it, loss=0.129]
Epoch 4: 100%|█████████▉| 749/752 [3:16:01<00:47, 15.70s/it, loss=0.129]
Epoch 4: 100%|█████████▉| 750/752 [3:16:16<00:31, 15.70s/it, loss=0.129]
Epoch 4: 100%|█████████▉| 750/752 [3:16:16<00:31, 15.70s/it, loss=0.129]
Epoch 4: 100%|█████████▉| 751/752 [3:16:31<00:15, 15.70s/it, loss=0.129]
Epoch 4: 100%|█████████▉| 751/752 [3:16:31<00:15, 15.70s/it, loss=0.129]
Epoch 4: 100%|██████████| 752/752 [3:16:50<00:00, 15.71s/it, loss=0.129]
Epoch 4: 100%|██████████| 752/752 [3:16:50<00:00, 15.71s/it, loss=0.129]
Epoch 4: 100%|██████████| 752/752 [3:16:50<00:00, 15.71s/it, loss=0.129]
Epoch 4: 100%|██████████| 752/752 [3:16:50<00:00, 15.71s/it, loss=0.129]
Done ! It took 17.592 hours.

------------------- Store -------------------
There is not enough memory to store embeddings separately.
Total computation time: 17.655 hours
Number of parameters in QMult: 11476187500